The fluorescent lights of the office seemed to hum a song of derision. Sarah stared at the spreadsheet, the numbers blurring into a meaningless jumble. A knot twisted in her stomach, a feeling that had become a constant companion since discovering the truth. She chewed on her lip, a nervous habit she hadn't realized she’d picked up.

Her gaze drifted to the window, the grey cityscape mirroring her mood. She felt a profound heaviness, a crushing weight pressing down on her chest. The air in the office felt thick, stagnant, as if it held all the unspoken resentments of the staff.

Later that evening, making dinner, she burned the garlic bread. Again.

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
焑法0.270
πŸ’”0.265
πŸ˜”0.262
Suppressed:
de-0.490
la-0.329
B-0.300
l-0.292
/-0.224