The new house felt wrong to Ben. Its perfect, polished surfaces and pristine rooms were a constant reminder of his isolation. The echo of each footstep, the vast, empty roomsβ€” they were a burden. He spent most of his time staring at the walls, the windows, anywhere but at the boxes.

He tried to distract himself, but nothing worked. His mind, caught in a loop of regret, kept returning to his loss. The silence of the house was punctuated only by his own heavy breathing.

He was in the attic, searching for a box of tools, when he noticed something amiss. The wall seemed to bulge slightly behind the chimney. He touched the surface, the texture oddly smooth.

He poked and prodded, discovering a section that moved with surprising ease. A door, hidden behind the chimney, swung open. A cool breeze rushed past him.

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