The antique shop's bell chimed a mocking greeting as Elias pushed through the door. His fists were clenched so tight his knuckles were white. He'd raced here, fueled by the phone call, by the abrupt news that Professor Armitage had simply vanished. Just...gone. No note. No explanation. The shop, usually a haven of calm, now felt like a cage. He stalked through the aisles, past dusty globes and tarnished silver, his gaze darting from shelf to shelf, seeking a phantom presence. He spun around, catching the eye of the shop owner, a woman with a perpetually serene expression. "Where is he?" His voice was harsher than he intended.

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