The salt air did nothing to ease the tightness in his chest. He sat on the pier, watching the waves crash against the rocks, the rhythmic sound oddly unsoothing. Every breath felt like a chore. He'd ruined his friendship with Michael years ago, a series of misunderstandings and bitter words. A handwritten letter, delivered by a mutual friend, arrived this morning. The sight of Michael’s familiar handwriting made him recoil. He felt a deep, gnawing discomfort.

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