The gift-wrapped box contained a glittery, sequined picture frame. Inside, a photo of her and the student, Susan, wearing silly hats. Mrs. Miller's mouth tightened. She could hardly contain herself.

The note was in Susan’s handwriting, and simply said "Memories!" Mrs. Miller felt a throbbing sensation behind her eyes. Susan had been a constant source of disruption in class. Her behavior was a persistent frustration.

She sat heavily in her chair, the frame clutched in her hand. A sudden, sharp pain lanced through her shoulder. She closed her eyes. She needed to breathe. She got up and began to rearrange the furniture in her living room.

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