The bathroom mirror reflected a stranger. Eyes rimmed with red, hair askew, a mouth set in a permanent frown. Sarah splashed cold water on her face, hoping to shock herself into alertness, into… something. Anything other than this dull ache.

Her dad knocked. “Breakfast is ready, sweetie!”

She mumbled an acknowledgment, a sound that felt lost in the tile-walled room. Downstairs, the smell of bacon filled the air, a scent that once comforted her, now felt like a suffocating blanket.

She hated the way her mother looked at her, that sideways glance of pity.

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