He slowly pushed open the attic door, the darkness inside seemed to beckon him closer. He felt as though the world was closing in on him.

He discovered a box containing old photographs. They showed smiling faces, couples in love. He felt an ache in his chest.

He didn't want to look anymore. He slammed the box shut and retreated, the emptiness within the box mirroring the emptiness within himself. He wanted to be alone. He was tired of everything.

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