"Excuse me," she said, her voice strained, to the airline employee behind the counter. "I need to speak to a supervisor. *Now*." Sarah tapped her foot impatiently, the rhythmic sound echoing in the empty space. Her son's play was this evening.

She needed to be there to see his face, to hear his voice, to watch him shine. She'd promised. She'd made a vow. And now, this airline was threatening to break it.

A cold rage pulsed through her. The world seemed to shrink, focusing on the delay. She felt a throbbing ache behind her eyes. Each passing minute felt like a personal affront. She wouldn’t, *couldn’t*, miss this.

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