“Are you *kidding* me?” He asked, his voice strained. The organiser, a young woman with too much lipstick and a relentlessly cheerful tone, simply repeated the same canned apology. He wanted to argue, to demand answers, to shake some sense into them. His foot tapped a furious rhythm against the linoleum floor. The decorations, still up in the venue, seemed to mock him. He could feel the pulse in his temples throbbing, a relentless reminder of the disappointment. He looked at the wasted effort, the abandoned dream.

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