“Right, so this is where you’ll be,” the manager said, pointing at a cramped corner of the library. Chloe, now transferred from the events department, just stared. The place was hushed, the air thick with the smell of old paper and dust.

She felt a wave of emptiness wash over her. Her vibrant social life, the bustle of people organizing and creating, was now gone. This was the wrong kind of environment.

She stood frozen, the silence pressing in around her. Her hands felt clumsy. She ran a nervous hand through her hair. The endless shelves of books seemed to mock her. The entire new experience felt like a punishment.

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