"Are you even listening?" Chloe's mother asked, her voice laced with concern. Chloe was staring out the window, watching the leaves swirl in the autumn breeze. The prospect of her best friend, Ben, going to college in Maine, felt like a physical blow.

She shrugged, a gesture of indifference that didn't fool anyone. The news had been delivered last night, during a celebratory dinner. Chloe had forced herself to smile, to offer congratulations. But the smile felt plastered on.

She picked at the loose threads of her jeans, the fabric offering a small, unsatisfying distraction. She felt a profound sense of loss, a sense of incompleteness.

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