The walk to the park had been slow, her feet dragging. She'd put it off for days, knowing what she would find. But she'd had to see for herself.

She stood before the empty space, and it felt like a betrayal. The air around her seemed to vibrate with a palpable sadness. The sky was the same as it had always been, but it looked different.

Her breath hitched, and she started to tremble. She felt a profound sense of betrayal. She thought she might collapse.

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