"And then, you burst out laughing," Sarah was saying, her tone light and airy. She was describing their disastrous attempt to bake a cake for their mother's birthday. Laura stared at the chipped paint of the kitchen table, the way it seemed to buckle under the weight of the memory. She didn’t burst out laughing, she remembered being humiliated and close to tears. The cake had exploded.

She took a long, slow breath, the air thick with the scent of lavender from the potpourri. Sarah was still smiling, oblivious. Laura felt a slow burn in her chest, a resentment she couldn’t quite name. She picked at a loose thread on her jeans.

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