The neon lights of the city seemed to mock him, the glittering displays of happiness and enjoyment a direct contrast to his inner state. He walked with his hands in his pockets, the announcement echoing in his mind. “The Hungry Catfish” was closing. He felt as if a vital piece of his life had been ripped away.

He stopped in front of a window, looking at his reflection. He barely recognized the man staring back at him, the lines around his eyes deepened, his mouth set in a hard, unwavering line. He turned away and continued walking, each step carrying the weight of his profound disappointment.

He kept his head down, avoiding the eyes of passersby, swallowed by a sense of loss he couldn't name.

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