Rain lashed against the windows, mirroring the tempest brewing inside Ethan. The divorce papers sat on the kitchen table, a permanent monument to his failure. He hadn't touched the boxes stacked haphazardly against the wall, filled with remnants of a life he no longer recognized.

He swirled the lukewarm coffee in his mug, the metallic tang of it doing nothing to soothe his nerves. The silence of the house pressed in on him, suffocating. He longed for noise, for distraction, for anything to break the monotony of the gray afternoon.

He wandered through the house, aimlessly, his footsteps echoing on the polished hardwood floors. A draft, stronger than usual, emanated from behind the bookshelf in the library. He reached out, his fingers brushing the spines of the books.

He tugged on the shelf. It moved with unexpected ease, revealing a concealed door. Behind it, a flight of stairs led downwards into darkness. A chill snaked up his spine.

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