The keys felt heavy in her hand. She stared at the house, the familiar lines of the roof, the weathered facade, suddenly seemed alien and threatening. Her brother, Thomas, was already inside, likely rummaging through the drawers.

The silence was deafening. The only sound was the incessant drip of a leaky faucet somewhere inside. She wanted to turn around and run, to escape the crushing weight of expectation.

She took a deep breath, steeling herself to enter the house. The thought of what was waiting inside filled her with a profound sense of foreboding.

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