The humidity hung heavy in the air, mirroring the oppressive mood that had settled over him. James stood on his porch, watching his neighbor, Mrs. Everly, step out of a sleek, expensive car, laden with shopping bags from designer boutiques. James ran a hand through his damp hair, a gesture of weariness. He felt a sharp pang of something akin to bitterness.

He'd been struggling for years, working two jobs just to keep his head above water. Mrs. Everly, with her effortless glamour, probably hadn't worried about money a day in her life. James felt a familiar hollowness in his chest, a deep sense of disconnect. He turned and went back inside, the weight of his reality settling back on his shoulders.

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