“Are you suggesting I’m making this up?” Carol’s voice was dangerously quiet, each word carefully measured. The nurse, a young woman with a placid smile, didn't seem to notice the undercurrent of barely-controlled anger. The waiting room, usually a source of comfort, now felt like a suffocating prison.

She’d spent months documenting her symptoms, creating a detailed record of her experiences. Then came these dismissive looks, these vague pronouncements. It was like her very existence was being questioned. She rose slowly, her legs feeling like lead, the blood pounding in her ears. She forced a smile to her face, a grimace that felt false to her. "I think I’m done here," she said, before abruptly turning and walking away.

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