The rain hammered against the windows, mirroring the storm brewing inside him. He sat hunched in his chair, staring out at the downpour, feeling the weight of his grandfather's disapproval press down on him. The old man, a pillar of their close-knit Catholic community, had practically exploded when he'd heard his grandson, David, was joining a Wiccan coven. David’s words, filled with joy and hope, bounced off him like bullets. His grandfather’s anger was something he understood, but the sadness in David’s eyes was like a physical blow. He felt a profound sense of loss, a gaping hole where connection used to be.

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