He stared at the ceiling, the patterns of water stains mocking him. Years of self-imposed solitude had etched lines of exhaustion onto his face. The apartment was a mausoleum of forgotten hopes, the air thick with the scent of stale coffee and regret. A crumpled piece of paper materialized, pushed under his door. It was from Emily, his college sweetheart, the woman he'd discarded for ambition. He should have known better, he thought, the weight of the past pressing down on him, making it difficult to breathe. He felt a profound sense of hollowness.

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