The sky was a washed-out gray, mirroring the emptiness in Mark's soul. He sat on the back steps, the cold seeping into him, the chill making him shiver. The smell of freshly cut grass, usually a source of comfort, only served to amplify his unease. He felt as if a heavy weight was resting on his chest, constricting his breath.

He watched Mr. Peterson approach, a determined look on his face. He held a clipboard in his hand. “Mark, about the sycamore…” Mark closed his eyes, wanting to block out the world. The thought of confrontation made him want to retch.

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