“Fine,” he said to the wall, although there was no one present to hear him. His voice was a harsh whisper. He was alone in the lab, staring at the empty petri dishes. The sterile environment seemed to amplify his sense of disquiet.

He turned away from the equipment and paced restlessly. He ran a hand through his hair, mussing it up even further. He wanted to break something, anything. The thought of all the unfinished experiments, the data that might never see the light of day, was a source of mounting agitation.

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