A vein throbbed in Michael’s temple. The bland, beige walls of the therapist’s office seemed to amplify the hum of the air conditioner, a sound that grated on his nerves. He kept fiddling with the pen on the small table, clicking it repeatedly, the sound a sharp punctuation to his mounting frustration. Why did he have to be so needy? Needing to spill his guts to this stranger?

He hadn't expected to recognize the woman who opened the door. Sarah. *Sarah?!* The girl who'd locked him in the janitor's closet during the school play auditions. All that pent up anxiety was immediately channeled towards her. He forced a polite greeting. "Hello, Sarah." His voice sounded tight, even to his own ears.

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