The constant creaking of the floorboards, a familiar sound that once soothed Clara, now grated on her nerves. She slammed the door to the balcony, the impact echoing through the apartment.

She couldn’t concentrate. Every thought seemed to be interrupted by the image of a new building, of the impending loss. Her chest felt constricted.

She stood at the window, watching the sunset bleed across the sky. The beauty of the scene felt hollow. The joy had drained out of everything.

She began to pace, the shadows stretching long across her floor.

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