Mark slammed the front door shut, the sound a release of pent-up frustration. The house, their shared future, felt like a constant reminder of everything he'd lost. The joyless silence of it all was overwhelming. He found the sheer emptiness of the house to be almost unbearable.

He had avoided the unpacking, preferring the solitude of the empty rooms. The unpacking represented a future he no longer wanted. He was sitting on the floor in the living room, listening to the drip of a leaky faucet.

His gaze drifted to the wall behind the television. Something about the texture of the plaster felt off. It felt cold to the touch. He reached out, running his hand along the surface.

He discovered a small, almost invisible seam. He pushed. A section of the wall slid aside, revealing a small, dark room. A faint, sweet scent of old wood and something else, something metallic, filled the air.

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