"Well, I'll be," she muttered, her voice tight, dry. The letter felt heavy in her hand, a weighty indictment of the past. Her gaze fixed on the ornate fireplace, now cold and unused, the scene of many late-night conversations. She began to knead the bridge of her nose, fighting to contain the surge of anger. Her hands shook slightly as she walked toward the kitchen, grabbing her favorite tea mug and filling it to the brim with hot water. She slammed it down and began to pace the kitchen.

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