The coffee tasted like burnt tires. Elias spat it back into the mug, the sound echoing in the strangely silent office. Where was Ms. Chen? He'd wanted to run the Grafton account proposal by her before the deadline. His fingers drummed a frantic rhythm against the mahogany desk, a staccato beat against the hum of the fluorescent lights. Then he saw it: a small, handwritten note taped to her computer. "Gone fishing! - Ms. Chen." Gone fishing? After twenty years? Without even a text? He crumpled the note in his fist, the paper crackling like dry leaves.

Emotion: irritated

Cluster: Anger / Hostility
PC1 (Valence): -0.86 Negative
PC2 (Disposition): 1.07

Role in Research

This story is one of 1,000 stories generated for the emotion irritated. 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 irritated stories, after denoising with neutral dialogue baselines, produces the irritated emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the irritated vector is projected through the unembedding matrix.

Promoted:
l0.370
S0.282
P0.264
😠0.248
aggravated0.233
Suppressed:
own-0.300
joyful-0.211
joyous-0.207
खोले-0.206
newfound-0.205