"A C? Are you *kidding* me?" I practically shrieked at the TA during office hours. My voice was a raw, trembling rasp. The blood thrummed in my ears, drowning out his polite explanations. He droned on about areas for improvement, constructive criticism, but I couldn't process a single word. My hands were balled into fists, nails digging into my palms. It was a complete and utter travesty. I wanted to yell, to argue, to make him understand the hours, the effort, the *importance* of this grade.

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