The embossed invitation felt weighty in Ameliaโ€™s hand, like a confirmation of her own significance. She ran a thumb over the raised lettering: "Northwood High - Ten Year Reunion." A small smile played on her lips as she tossed it onto the kitchen counter, next to the framed cover of her magazine. A successful architect, mother of two, wife to a man she adored, the invitation was just the icing on the cake.

Later that day, Amelia found herself reorganizing her closet, discarding a few things that no longer fit her current lifestyle. Her expensive clothes, purchased from designer boutiques, were a testament to her success. Sheโ€™d outgrown the girl who had worn hand-me-downs and longed for a life of design. Now, her life was a curated gallery of accomplishments.

She called her best friend, Sarah, from college. Sarah, who was also the executor of their high school class. "Can you believe it, Sarah? Ten years."

"I know, I know. It'll be fun to see everyone." Sarah's voice was bright but held a trace of nerves that made Amelia feel good.

"Absolutely," Amelia replied. "I'm looking forward to it." Amelia didn't mention her trip to Paris or her new home in the Hamptons. Let them find out at the reunion.

Emotion: proud

Cluster: Positive / Joy
PC1 (Valence): 3.68 Positive
PC2 (Disposition): 0.40

Role in Research

This story is one of 1,000 stories generated for the emotion proud. During extraction, it was fed through Gemma4-31B and its hidden state activations were captured at 11 layers.

The mean activation across all 1,000 proud stories, after denoising with neutral dialogue baselines, produces the proud emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the proud vector is projected through the unembedding matrix.

Promoted:
de0.514
la0.457
๐Ÿ˜Ž0.400
happy0.394
๐Ÿ‘0.393
Suppressed:
S-0.672
๐Ÿ˜ž-0.480
๐Ÿ˜ฃ-0.460
worse-0.455
๐Ÿ˜–-0.453