He hadn't slept, hadn't eaten. He sat on the porch swing, watching the sunrise paint the sky in hues of orange and pink. The colors were beautiful, but he couldn't appreciate them. His best friend, Sam, had already left for the military.

He ran a hand through his hair, the gesture weary and repetitive. The swing creaked softly, a mournful sound. He felt a profound sense of disconnect, as if he were floating outside of himself, watching everything from a distance.

The day had begun, but for him, it seemed the world was ending.

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