He glared at the microphone, the metallic coldness a tangible representation of his mood. He wasn't a public speaker; he was a person who preferred the company of code to that of people. The rhythmic thumping of the music seemed to vibrate right through him. He was ready to explode.

He felt a knot forming in his stomach, and a bitter taste filled his mouth. He'd spent the entire afternoon preparing for this, drafting multiple versions, none of which sounded the least bit sincere. He had a sudden and profound desire to be anywhere else.

He closed his eyes for a moment, steeling himself. He could do this. He had to.

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