"Not again," Leo mumbled, his voice thick with sleep. He had been having one of those rare, dreamless nights. The insistent barking was a jarring intrusion. He sat up, his heart hammering against his ribs.

He tossed the covers aside, the cool air raising goosebumps on his arms. He knew what he'd find. That slobbering bulldog, Brutus, was probably halfway across his lawn. He ran his hand through his hair, a sigh escaping his lips.

He forced himself out of bed, the wooden floorboards creaking under his weight. He opened the front door, bracing himself for the sight. He didn't want to deal with it.

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