The invitation was already ripped open, lying discarded on the floor. Her hands, usually graceful, felt clumsy and clumsy. She kicked it further away with her foot, not wanting to see the invitation’s words again.

The apartment was a mess, mirroring her internal state. She hadn't bothered to tidy up in days. She felt a constant tension in her shoulders and neck, a physical manifestation of her unease.

She sat on the edge of her bed, staring blankly at the wall. The thought of the reunion, of facing judgment, made her feel hollow.

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