He stared at his reflection in the window, a gaunt, unfamiliar face staring back. The lines around his eyes seemed deeper, etched by sleepless nights and unspoken anxieties. The world felt muted, lacking color. He dreaded leaving the house. The thought of small talk with anyone filled him with a sense of immense fatigue.

There was a knock on the door, a sharp rap that echoed through the quiet house. It was Mrs. Miller, her face etched with a familiar expression of forced friendliness. “Good morning, David. About that birch…”

His shoulders slumped. He felt an overwhelming urge to simply lie down and shut his eyes.

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