The letter arrived on a day she had been feeling particularly serene. It was from her former boss, who had wrongly accused her of stealing years ago. A wave of outrage washed over her, completely ruining the perfect morning she had been having.

She crumpled the letter in her hand. She thought of the lost job, the whispers, the damage to her reputation. She hated that she still felt this way.

She took the letter, took her car keys, and slammed the front door. She sped away, the tires screeching on the pavement. She drove, and drove, and drove, until she finally, inexplicably, felt calm.

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