"Just… get out," Liam muttered, his voice barely a whisper. He stared at his reflection in the bathroom mirror. The person staring back was a stranger, with eyes that looked hollow and haunted. The evidence, presented by the professor, seemed irrefutable.

He punched the wall, a sharp, stinging pain a welcome distraction from the turmoil inside. He slammed his fist again, then again, until his knuckles were raw. The pain was real, a grounding sensation in the swirling chaos.

He slumped against the wall, defeated. The weight of the world felt like it was pressing down on him, and he could barely breathe.

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