The relentless sun beat down on David as he sat on the park bench, the heat amplifying the ache in his head. The recent breakup had left him hollowed out, the world drained of color. He was supposed to be happy, he realized with a start. He looked up, and noticed something under the bench.

He bent down, retrieving a worn wallet. It felt heavy in his hands. He opened it, his breath catching in his throat. It was overflowing with money, more than he had ever seen in his life. He felt the weight of it, the possible futures it could buy, and felt nothing. He closed the wallet, a strange, isolating silence settling around him.

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