The flickering fluorescent lights of the hospital waiting room did nothing to soothe Amelia's agitation. She tapped her foot relentlessly, a staccato rhythm against the linoleum floor that echoed in the otherwise silent room. A cold sweat slicked her palms, and she kept wiping them on her jeans, a nervous habit she couldn't seem to break. Each tick of the clock was a hammer blow, driving a nail of dread deeper into her chest. She hadn’t slept properly in weeks, plagued by the constant, gnawing pain that made even breathing a chore.

A woman with fiery red hair and a matching temper sat down beside her, her sigh a puff of defeated air. "This is a joke, right? I've been waiting for hours. My appointment was this morning." Her voice was sharp, edged with frustration. Amelia barely registered the words. She was lost in the swirling fog of her own discomfort.

"They just called my name. I'm going to scream if they tell me one more time that they haven't figured out what's wrong with me. Been feeling...awful for so long," the red-haired woman said.

Amelia’s head snapped up. She looked at the woman with a flicker of interest. "What symptoms?"

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