Liam sat alone in the bar, nursing a beer he couldn't really afford. The emptiness in his life was a constant companion, a dull ache that lingered in his bones. The echoes of his past haunted his every move, every thought. He felt as though the world was closing in. He stood up to leave, and saw a wallet on the floor.

He picked it up, a sudden weight settling in his stomach. The contents of the wallet, a substantial sum of money, stared back at him. He felt the familiar sting of his inadequacies. He was torn. He stared at the wallet, the bar a distant, irrelevant noise. He took a breath, and started to walk home.

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