The bus was late, again. Liam punched the air in frustration, the gesture sharp and sudden. He was already going to be late for his meeting with the Financial Aid advisor. Every day, it seemed, something went wrong. Now this. He checked the email again, just to be sure. Closure. A cold shiver ran down his spine.

At the meeting, the advisor, a woman with tired eyes, repeated the same platitudes, the same useless reassurances. Liam found himself interrupting, his voice tight. He had a plan, he’d built a future, and now it was all crumbling. He barely listened to the advice; instead, he watched the fluorescent lights flicker overhead.

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