The silence in the room was a palpable thing. It was broken only by the incessant tapping of the new girl's pen against her notepad. He found himself wishing she would simply disappear.

"So," he began, his voice strained. "The first thing you need to understand is…" He trailed off, unable to articulate the intricacies of his job. The truth was, he didn’t want her to understand.

He fiddled with a pen, clicking it on and off, a rhythmic action that mirrored the pounding of his heart. He felt a throbbing ache in his temples, a physical manifestation of his discontent. He'd never felt so weary.

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