The phone felt heavy in her hand. The silence on the other end felt even heavier. Her sister’s voice, usually a soothing balm, sounded distant, almost brittle. “Are you alright?” she asked.

“Fine,” she choked out, her voice barely a whisper. The lie felt like a physical burden. How could she explain? How could she articulate the hollowness that had consumed her since she discovered the plagiarism?

She had crafted every word of that article with meticulous care. It was the culmination of years of study and dedication. Now, her work, her legacy, was gone. Stolen. The thought of going to the library, seeing her work, but not *her* name, was something she couldn’t bear. She rubbed her eyes, the tears burning, blurring the world.

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