The coffee tasted like ash in Ethan's mouth. He sat on the cracked steps of the student union, watching students mill around, their laughter and chatter grating on his nerves. He felt a deep, profound sense of hollowness.

He had worked so hard, struggled to get where he was. Scholarships, late nights, instant ramen dinners – all for this. And now? Now, the foundation upon which he had built his future was crumbling beneath his feet.

His hands shook as he lit a cigarette, the smoke curling up into the gray sky. He watched a squirrel scurry up a tree, its carefree existence a painful contrast to his own. He crushed the cigarette under his shoe, the acrid smell momentarily distracting him from the hollow ache within.

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