The classroom felt suddenly very small, very crowded. Sarah’s knuckles were white as she gripped the edge of the desk. The professor's words, delivered with a detached professionalism, felt like a personal attack. She felt a burning sensation in her cheeks, a flush of anger and humiliation.

She was accused of what? Of *cheating*? She’d written the damn paper herself! She wanted to interrupt, to scream at the top of her lungs, but she knew she couldn’t. She had to stay calm, to appear composed. But inside, a volcano was ready to erupt. She could practically feel the tremors.

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