The photograph, slipped into her mailbox anonymously, showed a young woman with eyes that were unnervingly familiar. Emily stared at it, her heart hammering against her ribs like a trapped bird. Her mother, deceased for five years, was the picture of a devoted wife, a loving mother. Emily had never questioned their idyllic life. Now, the glossy photo felt like a slap in the face.

She crumpled the paper, the sound sharp and violent in the quiet room. Her fists clenched. She was ready to destroy something. The injustice of this secret, the blatant lie, fueled a white-hot anger that threatened to consume her.

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