miserable - Story 89078 | Emotion Vectors in Gemma4-31B

The stale smell of the hospital room clung to David’s clothes. His grandmother was in a very bad way. He’d barely slept in days. "StarryKnight," his online friend, had been his rock. He was the one who kept him sane. They had shared their location and stories. He felt that she was his best friend. He couldn’t bring himself to answer her calls. A message popped up on his phone: "I saw you leaving the hospital. You looked like you needed someone." He felt all his worries resurface. His eyes teared up.

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