The air inside the reception hall felt thick and cloying to Liam. The floral arrangements, once beautiful, now seemed to mock his inner turmoil. He’d hoped seeing Olivia here, at a mutual friend’s wedding, would be a sign. A sign that the world wanted them to be a couple once more. But, upon seeing her, he found his breath caught in his throat.

She was laughing, her face lit up by the warm glow of the chandeliers. The laughter seemed foreign. The joy she exuded felt almost like an insult. He found the desire to make himself invisible.

He took a slow walk towards the bar. He ordered a double scotch, hoping the alcohol would help to dull the sharp edges of his discomfort. He wasn't hungry, he wasn't happy, and he was most certainly not in a celebrating mood.

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