"Impossible," Daniel muttered under his breath, his voice barely audible. He ran a hand through his hair, dislodging strands that then fell across the desk. The email from his professor, informing him of a failing grade in his history project, sat open on his laptop screen. A wave of heat washed over him, making the air in his small dorm room feel thick and suffocating. He leaned back in his chair, the squeak of the plastic grating against the silence. It was like someone had punched him in the gut.

Emotion: upset

Cluster: Fear / Anxiety
PC1 (Valence): -2.30 Negative
PC2 (Disposition): -0.42

Role in Research

This story is one of 1,000 stories generated for the emotion upset. 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 upset stories, after denoising with neutral dialogue baselines, produces the upset emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the upset vector is projected through the unembedding matrix.

Promoted:
S0.395
😞0.303
无法0.246
ness0.238
unable0.238
Suppressed:
de-0.533
la-0.457
l-0.223
😎-0.215
🤩-0.210