"Mr. Baker?" The woman's voice cut through the noise of the school like a knife. He couldn't help the involuntary flinch. He recognized the tone. It was Miss Periwinkle, the woman who had claimed he didn't try hard enough in his creative writing class.

His hands were suddenly cold and clammy. His mouth felt dry. He swallowed hard, trying to appear unconcerned. He gave a short nod, and kept himself composed for his daughter’s sake.

Miss Periwinkle began speaking, her words already making him want to argue. His cheeks burned. He could feel a headache coming on. This would be a long year, he thought.

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