"He didn't make it," whispered someone in the hallway. John, hearing the comment, walked on, head down. The comment felt like a blow. It was a truth he didn't want to accept, the reality crushing him. The faces of his classmates blurred into a haze.

He skipped lunch, his appetite completely gone. He hadn't touched his guitar since the announcement, the instrument’s silence a palpable symbol of his inability to create or find enjoyment in anything. He felt like the air had been sucked out of the room, leaving him gasping for breath.

He found himself wandering the school grounds after classes, the familiar surroundings suddenly distorted, as though seen through a warped lens.

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