He hadn't touched his guitar since reading the results. Liam stared at the instrument in the corner of the room, the wood’s familiar grain mocking him. He’d poured his heart out in his songs, shared his vulnerabilities, but they now felt hollow. The music was now a lie.

He sat on the floor, legs crossed, and the room was still. He thought of his parents, the people who had raised him, and a wave of nausea rose. He felt a deep, pervasive sense of wrongness, as if everything he'd known was now fundamentally flawed. He couldn’t bring himself to even pick up the guitar. He felt like a shattered mirror, reflecting a fragmented, distorted image of a life he'd never really lived.

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