The waiting room felt like a tomb. Fluorescent lights buzzed overhead, amplifying the hollow ache in Sarah's head. She’d been anticipating the test results all week, but the nurse’s grim tone on the phone had already painted a bleak picture. Now, staring at the doctor, the weight in her chest was almost unbearable.

"There seems to be an error," the doctor began, adjusting his glasses. "Your records…they’ve been mixed up." Sarah blinked, a strange buzzing filling her ears.

He continued, explaining in clinical detail about another patient, a man with a terminal illness. Her stomach lurched. The fear coiled in her gut, tight and icy. This was not her life. This could not be her life. She felt the tears prick behind her eyes and willed them to stay put.

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