"Well, that's just fantastic," Sarah muttered, the words raspy and barely audible. She crumpled the test results in her hand, the paper crackling like bones snapping. She sat on the edge of the bed, the mattress sagging beneath her. The revelation felt like a physical blow, a sudden punch to the chest that stole her breath.

She had been so excited to find out her heritage. Now, the map of her ancestry was a foreign land. She ran a hand through her hair, finding no solace in the familiar gesture. She pictured her parents, the people who raised her, and a sharp, unfamiliar pain pierced her heart. She couldn’t look at their picture on the bedside table anymore. She felt an urge to run, to escape this house, to flee the life that now seemed so fraudulent.

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