"High school reunion? Seriously?" Mark tossed the invitation onto the cluttered desk. It bounced off a stack of unpaid invoices and landed face down. He ran a hand through his hair, the gesture conveying his utter lack of enthusiasm.

He couldn't remember the last time he'd truly smiled. The air in his cramped office felt thick, stagnant. He stared out the window at the gray sky, a perfect match to his mood. He had a tight feeling around his chest, a sense of being trapped.

He reached for the half-empty bottle of water, taking a long, slow gulp. The coolness did little to soothe the tightness.

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