The blood was roaring in Alex's ears. He was on the phone, listening to the voicemail of "Doctor" Ben. The same Ben who had "cured" his ailing grandmother with an experimental treatment. A treatment that cost a small fortune.

The voice message was a jumble of automated prompts, punctuated by a canned, cheerful announcement about an upcoming open day. The open day was not for a private clinic. It was for a pet grooming salon. He wanted to rip the phone from the wall and smash it.

Alex ran his hand through his hair. He could taste bile in his mouth.

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