The invitation's arrival was heralded by the chime of the doorbell. Claire felt a jolt, as if she had been physically struck. She peeked through the peephole and saw the mail carrier. Her hand instinctively went to her stomach. She felt sick.

She didn't want to answer the door, she didn't want to deal with anything or anyone. The thought of getting ready, of dressing up, of pretending to be happy, felt utterly exhausting.

She remained still, listening to the rain fall, wondering if she could hide forever.

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