The email sat in the inbox, an unwelcome guest. Liam stared at it, the screen blurring with unshed tears. He’d poured his heart into that application, working late nights, perfecting every sentence. Now, the weight of it all pressed down on him, a physical ache in his chest. His hands trembled as he closed his laptop, the click echoing too loudly in the sudden silence of his small room.

The air felt thick, difficult to breathe. He threw himself onto his bed, burying his face in the pillow. He didn’t want to face his parents, didn't want to hear the concerned questions and the offers of help he couldn't accept. He just wanted to disappear.

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