"This is not happening," muttered Emily as she surveyed the neat stacks. Years of book reports, art projects, and science experiments. All of it. Her jaw clenched. She remembered her mother's constant comments, her suggestions for improvement, her subtle criticisms. Emily felt a pulse in her forehead as she recalled a particularly brutal critique of her poetry. She began pacing, back and forth, trying to calm herself, but the anger was a tangible presence, a heavy weight in her chest.

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