The air in the apartment felt thick, heavy with unspoken tension. The cat, a sleek black creature, stalked past, its gaze indifferent. His roommate, Ben, was completely consumed by it, talking to it in a high-pitched voice. Ethan felt a tightening in his chest.

He hated the shedding, the smell, the constant need for attention. He sat in his armchair, not reading or anything, just staring at the wall.

He needed to get away. Anywhere. The very air around him felt suffocating. He thought about leaving, about just walking out the door and not coming back.

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