“Congratulations, you’re… well, you’re clearly not getting the job,” Daniel said, a low chuckle escaping him. The words came out harsh and cruel. He took another drink of his beer. He'd thought the IT specialist position was within reach. Then, he found out that his long-time rival, Michael, was also going for it.

He thought of Michael’s effortless intelligence and social skills. The thought gave him a deep ache. He ran a hand through his hair, a gesture of frustration. It was a stupid, pointless endeavor.

He stared at his beer, the bubbles rising slowly. He felt a deep, profound sense of helplessness.

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