The email sat in the trash, still mocking her. David's face, smiling and carefree in his profile picture, felt like a deliberate insult. After all these years, after all the shared secrets whispered in the darkness of their childhood bedroom, he didn't remember.

She'd poured over it for hours, that blasted email. "Good luck with your new business venture," she'd typed, a carefully constructed façade of polite interest. His reply, short and impersonal, was the final nail in the coffin. He didn't connect the name, the vague familiarity in her tone. Nothing.

She was sweating. Every muscle in her body was taut. She opened a new email. She'd write back. Then she deleted it. It was too late. All that history, all that laughter, and it meant *nothing*. She slammed her laptop shut, the sound echoing in the silent apartment.

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