She slumped into a chair, the "C" on the exam paper a dark stain on her efforts. She could feel the sting of unshed tears pricking at her eyes. She wanted to cry, but she couldn't. She was too numb, too overwhelmed.

She stared out the window at the rain, each drop a tiny mirror reflecting her own misery. The bustling city outside her window seemed a million miles away.

She took a deep breath, trying to regain control. The only emotion was a bitter sense of injustice, and a weary hopelessness that settled deep within her bones.

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