The sunlight sliced through the dusty air of the garage, illuminating the chaos. Sarah, swathed in an oversized hoodie, felt a leaden feeling in her stomach. It was her mother’s things she was sorting, a task she had been putting off for weeks. Amidst the gardening tools and half-empty paint cans, she discovered a forgotten wooden box. Inside, folded neatly, was a piece of paper. The handwriting was unmistakable. "Visit Paris."

She stood there, frozen, the paper trembling in her grasp. The list was short: "Sing in a choir." "Learn to bake bread." Her mother, a woman of simple pleasures, had dreamt of so little. Sarah’s throat tightened, a bitter taste rising in her mouth.

She felt a sudden, inexplicable urge to scrub the floor, to make order out of the mess. The list felt like a judgment, a silent reproach for all the things left unsaid, the dreams left unfulfilled.

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