"So, what do we do?" Emily asked, her voice cracking. The two of them were sitting in their shared dorm room, the room's usual order now disturbed, clothes strewn everywhere, a pizza box on the desk, the air thick with unspoken anguish.

Her roommate, Chloe, stared at her with wide, vacant eyes, her face ashen. They had spent years together, dreaming of graduation, of careers, of a future beyond Northwood. Now, everything was uncertain.

The silence hung heavy between them, punctuated only by the rhythmic drip of a leaky faucet. Emily finally stood up and started to pace, restless energy buzzing through her. Her carefully constructed world was spinning out of control.

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