The clipboard, clutched in Maya's hand, felt like it weighed a ton. The crisp, official list mocked her with its stark black lettering. Her name. Not there. She’d dedicated the last two years of her life to this, sacrificed everything. Now, the coach was offering a weak handshake and hollow words of encouragement. Maya wanted to scream, to lash out, to rip the paper into tiny pieces. Instead, she just turned and walked, the rhythmic thud of her cleats on the track a furious counterpoint to the hollow silence 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