The world felt muted, gray. Each passing day brought a fresh wave of disappointment, and the future stretched out before her like a desolate plain. She sat in the attic, the air thick with dust motes dancing in the afternoon sun. She was supposed to be cleaning, but everything seemed too overwhelming. Then, she saw it: a shoebox, crammed full of folders and notebooks. Her mother, she realized, had saved every single piece of her childhood work. A pang of something akin to guilt, or sadness, tightened her chest.

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