The photograph, the one he’d taken and submitted, stared back at him from the magazine cover. His name was nowhere to be seen. A different photographer, someone he’d barely heard of, was basking in the glory.

He ran a hand through his hair, the gesture clumsy and frustrated. He felt the familiar weight settle in his chest, a leaden cloak of despondency. He'd spent weeks in the wilderness to get the shot. He thought of all the effort, the patience.

He tossed the magazine onto the coffee table. The thud was loud in the silent apartment. He didn’t want to look at it anymore.

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