The rifle felt heavy, almost unbearable in her grip. Sarah, a seasoned marksman, had always excelled at the precision and the stillness required for her sport. Now, she was being asked to try trap shooting, a completely different discipline. She closed her eyes. It was a new world.

The clay pigeons launched from the trap, erratic and unpredictable. Her heart hammered in her chest. She felt her hands trembling. She was used to control, to the deliberate and careful work of aiming. Now, she was expected to react.

She missed the first shot. And the second. And the third. She lowered the rifle, her face flushed with shame. The silence of the range felt deafening.

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