The sunlight glinted off the shiny, anonymous envelope. Inside, a card depicting a smiling cartoon cat, wishing her a "purr-fect" birthday. A wave of heat washed over her. *Purr-fect*? After *everything*? She wanted to scream. She crumpled the card, the paper crackling in her tight grip. She paced the kitchen, the linoleum cold beneath her bare feet. Who would do this? A secret admirer? An enemy masquerading as a friend? She slammed her fist on the counter.

Emotion: irate

Cluster: Anger / Hostility
PC1 (Valence): -1.67 Negative
PC2 (Disposition): 1.45

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
C0.430
🤬0.350
aggravated0.343
0.340
0.331
Suppressed:
H-0.292
soon-0.289
☺️-0.289
optimistic-0.258
latter-0.253