The lecture hall, usually bustling, was eerily silent. Sarah picked at the loose threads of her jeans, ignoring the hushed conversations swirling around her. The announcement had hit her like a physical blow, stealing the air from her lungs.

She imagined her father's reaction. He'd been so proud she was attending his alma mater. How would she face him? The weight of disappointing him pressed down on her, an invisible chain around her ankles.

She avoided eye contact with anyone, everyone. The familiar faces of her friends now seemed distant, as if a thick glass barrier had suddenly come between them. She wanted to disappear, to simply vanish from this unwanted reality.

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