The air in the apartment felt thick and stagnant, reflecting the turmoil inside of Robert. The eviction notice, creased and crumpled from repeated handling, sat on the small, cluttered desk. His mouth was dry, his throat tight.

He spent hours staring blankly at the walls, the peeling paint a silent testament to his struggles. He hadn't slept in days. The future stretched before him, a vast and terrifying emptiness. He felt numb.

He tried to distract himself, to find some point of relief, but the weight of his situation was too much. He felt the sting of tears as he stared at a picture of his dog on the desk. He hadn't been able to afford the vet.

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