"Another detention, huh, Alex?" Mr. Evans, the biology teacher, said with a knowing smirk. Alex just grunted in response. His face was hot. He’d been skipping class for a week. And now, Mr. Evans, he’d noticed, followed him.

The weight of the world settled on his shoulders. He felt a crushing sense of defeat. He'd poured his anger, his frustration, his raw exhaustion into his social media posts. Now, his teacher was privy to it.

He slumped further in his chair, staring at the floor. He could taste bile in his throat. He just wanted to be invisible. He just wanted it all to stop.

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
焑法0.270
πŸ’”0.265
πŸ˜”0.262
Suppressed:
de-0.490
la-0.329
B-0.300
l-0.292
/-0.224