The faded tapestry, depicting scenes of a forgotten era, hung in the dining room. Her grandfather's decision to sell it, a decision she couldn’t change, left a raw emptiness in the pit of her stomach. The familiar smells of the house, usually comforting, were now laced with the acrid scent of loss.

"It’s just an old piece of cloth," her grandfather had said, his voice flat and weary. The words, however, felt like a deliberate wound.

She ate dinner that evening, but the food tasted like ashes. Each bite was a struggle. The laughter around the table felt forced and hollow. She kept her head down, avoiding the gaze of her family, desperately hoping to be invisible.

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