The silence in the cramped apartment was suffocating. Mark stared out at the sprawling mansion across the street, his neighbor's residence, illuminated by a thousand twinkling lights. The Christmas decorations were gaudy, excessive, a blatant display of wealth that felt like a slap in the face. Mark shifted restlessly on the uncomfortable sofa, his back aching.

He felt a deep, pervasive sense of inadequacy. He was constantly battling feelings of emptiness. The holidays were supposed to be joyful, but for him, they were a reminder of everything he lacked. He took a long, unsteady breath, the air thick with frustration. He felt the familiar weight pressing down on him, a heavy shroud of sadness.

Emotion: miserable

Cluster: Sadness / Despair
PC1 (Valence): -2.19 Negative
PC2 (Disposition): -0.87

Role in Research

This story is one of 1,000 stories generated for the emotion miserable. 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 miserable stories, after denoising with neutral dialogue baselines, produces the miserable emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the miserable vector is projected through the unembedding matrix.

Promoted:
😞0.369
无法0.321
無法0.270
💔0.265
😔0.262
Suppressed:
de-0.490
la-0.329
B-0.300
l-0.292
/-0.224