"Did you hear?" whispered David's colleague, a nervous energy vibrating in his voice. The words hung in the air, a poisonous seed planted in David's mind. He wanted to shake his head, to dismiss it, but the information, though unconfirmed, was inescapable.

He barely touched his lunch, pushing the sad, wilted salad around his plate. His appetite had deserted him, replaced by a dull ache in his jaw. The fluorescent lights buzzed overhead, a persistent drone that grated on his nerves.

He stared at the spreadsheet on his computer screen, the numbers blurring before his eyes. All the work, all the effort, suddenly seemed pointless. The thought of starting over, of facing a new company culture, a new team, a new boss filled him with a profound sense of inertia.

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