The afternoon sun, usually a welcome distraction, cast long, oppressive shadows across Mark's office. He felt the weight of the impending announcement pressing down on him, suffocating him. He hated that he was already dreading the meeting.

He spent the rest of the afternoon staring out the window, watching the traffic crawl along the highway. His phone buzzed every few minutes. Calls he didn't want to take. Emails he didn't want to read.

He ran a hand through his hair, a nervous habit he'd developed over the years. His stomach churned with a mixture of fear and resentment. He closed his eyes, and the sound of his own heavy breathing was the only thing that filled his ears.

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