He stared at the peeling wallpaper in the hallway, the floral pattern a faded mockery of the vibrant life his grandmother had lived. His sister, Amelia, chattered excitedly about the possibilities, but he couldn't muster even a flicker of enthusiasm. The house felt heavy, laden with unspoken resentments.

Each room felt like a tomb. He ran his hand along the dusty banister, the wood cold and unyielding beneath his touch. The thought of tackling the mountains of paperwork, the endless decisions, felt utterly draining.

He walked into the living room and sank onto the dusty sofa. He wanted to scream.

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