He had taken a long walk, trying to make sense of what had happened. He had the sensation of his feet being heavy and dragging with each step. The sun was going down, painting the sky with colors he couldn't appreciate. He sat on a park bench, the cold seeping into his bones.

Every thought brought him back to the devastating blow. The coach's words replayed over and over in his mind, echoing a sense of inadequacy. He felt a deep sense of wrongness, as though the world had tilted off its axis.

The tears that finally came brought no comfort.

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