The tiny, cramped apartment felt like a prison. The incessant drilling from next door, a new, unwelcome addition to the soundscape, was now a constant assault. He slammed his fist against the wall, a futile gesture against the cacophony. His heart pounded. The noise, the incessant demands, the lack of control, it was all too much.

He paced the confines of his living room. He clutched his chest, struggling for breath, the air thick and heavy in his lungs. He wanted to scream, to lash out, but the words caught in his throat. Every little thing felt wrong.

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