The old house creaked around her, a symphony of forgotten memories. She felt suffocated by the air. He was always “busy,” always “working,” but the truth felt like a heavy weight pressing down on her. The antique desk in the study, a relic from his grandmother, held the answer.

She had to know. The mahogany seemed to leer at her, the dark wood reflecting her own haunted expression. A hidden compartment. Inside, a leather-bound journal. The handwriting, familiar, contained details of a secret account, investments, and whispered promises. The world spun.

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