He stared at the blank TV screen, the muted glow reflecting in his vacant eyes. His brother, Liam, had just told their father that he was becoming a Buddhist. Dad, predictably, had lost it. James had retreated, finding solace in the routine of the remote control. The silence in the living room was deafening, broken only by the sharp, angry pronouncements of his father from his bedroom. He felt his chest constrict, the air seeming thinner, as if someone had tightened a vise around his ribs. He felt a deep, twisting pit in his stomach, a gnawing emptiness that wouldn’t be filled. He absentmindedly chewed on the inside of his cheek, a familiar self-soothing habit.

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