The afternoon stretched before him like an eternity. Charles sat at his desk, staring at the computer screen. The words blurred before his eyes. He couldn't focus.

The class list had arrived in the mail yesterday. It was the only thing on his mind. The name that haunted his memories: Mr. Abernathy. He’d been the bane of his elementary school existence, with his cold demeanor and strict, unyielding rules.

He ran a hand over his face, feeling the fatigue deep in his bones. He knew he had to attend the parent-teacher conference. He dreaded it. He didn't know how to survive it.

Emotion: sullen

Cluster: Sadness / Despair
PC1 (Valence): -1.51 Negative
PC2 (Disposition): -0.22

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
S0.404
😞0.282
’0.254
:(0.233
无法0.215
Suppressed:
de-0.539
!-0.276
la-0.263
🀩-0.225
que-0.216