The apartment walls seemed to be closing in on David. Every soft footfall, every playful bark – they were all arrows aimed at his fragile peace. He clenched his jaw, the muscles in his neck protesting. The dog, a golden retriever named Buddy, was a constant, energetic presence. His roommate, Mark, was utterly besotted.

He just wanted to escape.

He found himself pacing the hallway, his footsteps echoing in the quiet spaces. He ran his hand through his hair, a gesture of frustration. He had to get out. He grabbed his keys and slammed the door behind him.

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