The world felt like it was moving in slow motion. Sarah sat slumped on the porch swing, the rhythmic creak a discordant symphony. Her tea had gone cold. A flock of sparrows chattered in the oak tree, oblivious to the storm brewing within her. The thought of any kind of negotiation with anyone seemed like a herculean task.

She saw Mrs. Gable emerge from her house, a friendly wave cutting through the early evening light. β€œSarah, dear, can we chat about that old oak?” The words hung in the air, heavy and unwelcome. She felt a knot tighten in her stomach, a physical manifestation of the dread that consumed her.

She mumbled something unintelligible, her gaze fixed on the cracks in the wooden planks of the porch. Everything felt wrong.

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