She smoothed down her freshly pressed blazer, the fabric crisp beneath her fingertips. The move was temporary, of course. She’d be back on her feet in no time.

Her mother, hovering nearby, suggested she unpack her work clothes first. She merely chuckled, picking up a framed photograph from a box and placing it on the mantelpiece, right between her parents' wedding photo and her brother's graduation picture.

She was surprised to find how comfortable she felt. The familiar scent of her mother's cooking, the creak of the floorboards, the way the sunlight hit the kitchen table… it was all so... comforting.

That night, after dinner, she easily assisted her mother in the dishes. She had to smile as she thought, "I am going to get through this."

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
😎0.400
happy0.394
πŸ‘0.393
Suppressed:
S-0.672
😞-0.480
😣-0.460
worse-0.455
πŸ˜–-0.453