β€œI did it! I actually did it!” Maria spun in a circle, nearly tripping over the cat. The grant proposal had been approved! Years of struggling, of juggling three jobs just to keep the dream alive, had finally paid off. She would be able to dedicate herself to writing her novel full-time. She grabbed her favorite pen and notebook and hugged them close.

She decided to revisit the stories of her favorite author, Mr. Peterson. She’d always found his work inspirational. She smiled as she opened up his latest novel.

A chill ran up her spine. The core of the plot? Identical to a story she submitted for a contest, a story Mr. Peterson was judging. The prose? A slightly embellished version of her own. Her breath hitched. The joy evaporated.

Emotion: elated

Cluster: Positive / Joy
PC1 (Valence): 3.38 Positive
PC2 (Disposition): -0.23

Role in Research

This story is one of 1,000 stories generated for the emotion elated. 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 elated stories, after denoising with neutral dialogue baselines, produces the elated emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

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

Promoted:
de0.724
!0.596
ecstatic0.510
🀩0.510
overjoyed0.504
Suppressed:
S-0.657
😞-0.497
ness-0.407
πŸ˜”-0.380
πŸ˜“-0.377