The digital clock on Leo's wall seemed to mock him. 3:00 AM. He'd been up all night, consumed by the news. His automated pizza cutter. Already patented. His blood ran cold.

He sat rigidly in his chair, his gaze fixed on the screen, feeling an unyielding pressure in his temples. He opened his mouth to say something, but only a strangled sound escaped. He felt a surge of heat rush up his neck, and then quickly dissipated.

He pushed back from his desk, the wheels of his chair rolling across the carpet. He wandered to his kitchen and poured a glass of water, his hand shaking. He stood there for a long time, frozen, unable to decide whether to go back to bed or simply get dressed and leave.

Emotion: annoyed

Cluster: Anger / Hostility
PC1 (Valence): -0.59 Negative
PC2 (Disposition): 1.27

Role in Research

This story is one of 1,000 stories generated for the emotion annoyed. 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 annoyed stories, after denoising with neutral dialogue baselines, produces the annoyed emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the annoyed vector is projected through the unembedding matrix.

Promoted:
l0.376
😠0.251
0.249
🤬0.245
fucking0.239
Suppressed:
own-0.352
渗透-0.251
gradually-0.234
unfolding-0.226
超越-0.224