Jennifer slammed the door behind her, expecting to slide into her car and start the day. Instead, she stared at the vacant spot on the drive. It was so...bare.

A wave of frustration coursed through her, tightening her chest. Her job was on the line. She was already stressed. She felt a profound sense of helplessness.

She pressed her palms to her eyes, fighting back tears. Everything felt heavy, the air thick with unspoken dread.

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