The aroma of fresh paint only seemed to enhance the feeling of desolation within the house. Sarah wandered through the rooms, the emptiness pressing down on her. The place was large, grand even, but it offered no comfort, no solace.

She'd spent the last few weeks in a fog, barely able to function. The sheer effort of unpacking felt insurmountable. She was stuck in a state of suspended animation, going through the motions.

She was staring at the bookshelf in the study, trying to summon the will to organize her books. Something about the placement of the shelves seemed off. The bottom shelf didn't sit flush with the wall.

She leaned down, examining it closely. A lever, cleverly concealed, allowed her to pull the bookshelf away from the wall, revealing a dark passage behind it.

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