"Ridiculous," Leo muttered, his voice flat and devoid of emotion. His teenage insecurities, his failed attempts at poetry, his yearning for acceptance – all laid bare for the world to scrutinize. He felt exposed, as if he’d been stripped naked in a crowded room.

He threw his phone onto the couch, the impact barely registering. He walked over to the window, staring out at the rain-slicked streets. The city, usually a source of life, seemed to reflect his internal turmoil, a gray, washed-out landscape.

His appetite vanished and he skipped his dinner. Each breath was a chore, each moment an exercise in self-control. The weight of it all was crushing.

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