The hammering was a physical assault on Oliverโ€™s patience. He slammed his fist on the table, trying to make the noise stop. It didn't. He hated his neighbor and their project. The house felt like it was shrinking, the walls pushing in.

He found himself wandering the apartment, restless and agitated. He couldn't focus on anything. He wanted to run, to escape the noise, the dust, the constant disruption. The phone rang, and he let it go to voicemail, unable to bring himself to speak.

He stared out the window, watching the workers go about their business. They seemed oblivious to the havoc they were wreaking on his life. He hated their carefree laughter. He felt a profound sense of helplessness.

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:
๐Ÿ˜ž0.369
ๆ— ๆณ•0.321
็„กๆณ•0.270
๐Ÿ’”0.265
๐Ÿ˜”0.262
Suppressed:
de-0.490
la-0.329
B-0.300
l-0.292
/-0.224