The old house felt oppressive, the air thick with the scent of dust and regret. She wandered aimlessly through the cluttered rooms, the weight of the past pressing down on her. In the forgotten cellar, she found it: a small, sealed box. A time capsule. A flicker of something, a memory she couldn’t quite grasp.

Inside, a collection of trinkets: a smooth, grey stone, a painted wooden bird, a tiny silver locket. She held the locket, trying to open it. It wouldn't budge. She felt a profound sense of… being trapped. The weight of unanswered questions. She closed her eyes.

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