The apartment felt cavernous, even with the television blaring. He stared at the screen, but the images swam before his eyes, failing to capture his attention. All his focus was somewhere else.

He had found a series of notes tucked under her pillow, written in a script that resembled something from a bygone era. A language he would never be able to understand. He knew he had lost her.

He felt a sensation like being submerged in freezing water. It was a creeping, all-encompassing cold, a numbing despair that radiated from the inside out. He stood, his legs shaky, and walked aimlessly through the home, feeling lost.

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