He stared at the property lines, marked with orange tape, a stark contrast to the faded green paint of the house. The air felt thick, heavy with the weight of memories. He hadn’t been back in years, not since… well, not since everything had fallen apart. He’d told himself he’d moved on, but seeing the house about to be reduced to rubble, he knew that wasn't true.

His stomach churned, a familiar sensation he hadn’t felt in quite some time. The thought of the wrecking ball swinging filled him with a sinking dread. He kicked at a loose stone, sending it skittering across the cracked pavement. This was where he’d learned to ride his bike, where he'd skinned his knees, where his father had taught him to throw a baseball. The house was more than just a structure; it was a physical manifestation of his childhood.

His phone buzzed. His sister’s name flashed across the screen. He ignored it. He couldn’t speak. He couldn't even think.

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