The tiny, cramped apartment felt even smaller now. The boxes, spilling out from under the bed, were a physical manifestation of the constraint Amelia felt. This was supposed to be her escape, her chance to start fresh. Instead, it was a reminder.

She pawed through the contents of a box – her kindergarten coloring book, her third-grade creative writing assignments, her high school acceptance letters (the ones she'd never wanted). Each item, a tiny barb, a reminder of the life she was running from.

She sat heavily on the floor, the air suddenly thick. Her heart hammered against her ribs. Why was this happening? Why now? Why had her mother kept all of this? The question burned in her mind.

She rose, her movements jerky, and began to pace the confined space.

Emotion: angry

Cluster: Anger / Hostility
PC1 (Valence): -2.05 Negative
PC2 (Disposition): 1.18

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
C0.354
est0.354
aggravated0.342
🤬0.337
0.323
Suppressed:
de-0.424
a-0.411
la-0.341
H-0.320
L-0.296