The new house felt hollow, a shell of what he had hoped it would be. Liam sat on the front porch, arms crossed, staring at the street. Each passing car, each happy family, seemed to mock his current state. He sighed, the air around him thick with a palpable tension.

He spent the next hour walking through the rooms, the emptiness mirroring his own internal void. His reflection stared back at him from the polished windows, and he turned away from himself.

He went to the master bedroom, trying to find some form of comfort. He ran his hand along the ornate headboard, feeling a strange bump he had not noticed before. He pressed it. A section of the wall slid inward, revealing a dark entrance.

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