He stared at the blank page, the cursor blinking mockingly. For years, Leo had struggled to find the words to write his own story, but someone had written it for him, filling it with inaccuracies and distortions. The weight of it pressed down on him, a crushing burden of falseness. He threw his pen against the wall, the plastic shattering, echoing his internal breakdown. He felt a deep weariness, a profound sense of loss, as if something vital had been stolen from 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