The afternoon sun cast long shadows across the living room as Liam watched his sister's daughter, Chloe, at the craft table. A picture of a knight, Sir Reginald the Brave, caught his attention. It was exactly as he'd imagined him as a child. A knot formed in his stomach.

He'd been avoiding phone calls, ignoring emails, and generally isolating himself. Everything felt heavy, difficult. The drawing was a further reminder of the world’s simple joys that he felt unable to touch.

He cleared his throat. "That's... quite a knight." Chloe looked up at him, her eyes bright with enthusiasm. He found the words to say something, but they felt hollow even to his ears. He turned and walked away, needing to escape the suffocating feeling.

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