He sat in the park, the sunlight failing to warm his skin. The exposure of his adolescent writings online was a weight pressing down on him. Every memory, every fleeting thought from that time of his life, was now public knowledge.

He watched the people passing by, their carefree smiles a source of both envy and resentment. He closed his eyes, trying to block out the world. The sounds of children playing in the distance only amplified his inner turmoil. He could not shake the feeling of being watched, judged.

He opened his eyes, the world a blur. He stood up abruptly and started walking, as if escaping the space around him might also allow him to escape himself. He needed to disappear.

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