The small, cluttered room seemed to shrink around Daniel. He was supposed to be excited. It was his birthday! Yet the balloons he’d bought lay deflated in the corner, a perfect metaphor for his feelings. His best friend, Sam, had arranged a cruise for his birthday, a grand spectacle, while Daniel was hosting a quiet evening at his apartment.

He stared out the window, the city lights a distant, shimmering mockery of his mood. He felt adrift, lost in a sea of unspoken emotions. He sat down on his bed, the springs groaning in protest.

He picked up his phone, his fingers hovering over Sam's contact. He quickly set the phone down. The emptiness seemed to amplify.

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