He paced his cramped apartment, the worn rug a familiar battlefield beneath his feet. The email, a polite but firm “no, thank you,” blazed in his mind. Each step was deliberate, bordering on aggressive, echoing his agitation. He stopped in front of the window, his hands fisted at his sides.

The scent of stale coffee from his neglected mug clung to the air, a testament to the hours he'd spent hunched over his laptop. He glared at the machine, as if it were the source of his woes. The thought of opening it again, of even *looking* at it, filled him with a potent aversion.

He reached for the remote, intending to drown his frustration in mindless television, but then, with a sharp intake of breath, he hurled it against the wall. It shattered, the plastic shards a scattered representation of his shattered hopes.

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