He slammed the door, the sound echoing the deafening roar inside his head. The stale air of the apartment felt thick, suffocating. He’d lost the job. Again. He needed a distraction, something to numb the insistent thrum of failure. He grabbed a used paperback from the stack he’d yet to read, its cover a faded portrait of a stoic-looking woman. His stomach churned.

He flipped through the brittle pages, the paper brittle and thin. A small rectangular object fell free. It was a letter, creased and worn, tied with a faded ribbon. The handwriting was elegant, almost flamboyant. He read the words and then leaned against the wall, his weight suddenly a burden. The words brought a sense of sorrowful calm that he did not expect.

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
焑法0.270
πŸ’”0.265
πŸ˜”0.262
Suppressed:
de-0.490
la-0.329
B-0.300
l-0.292
/-0.224