The constant vibrations were insidious, a low hum that settled in David’s chest, making it hard to breathe. He sat at his desk, staring blankly at the computer screen, the words he had been composing now meaningless. Each impact, each clang, felt like a direct blow to his already fragile concentration. He hated it.

He skipped lunch. The thought of eating was revolting. He just wanted to disappear. He craved the serenity of his small apartment before the demolition began. He missed the quiet.

He picked at a loose thread on his sweater, the action a pointless attempt at grounding himself. He felt a profound sense of isolation, trapped in his apartment, a prisoner of the construction. He wanted to yell, to shout, but the words caught in his throat.

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