The office was a pressure cooker. Deadlines loomed, colleagues bickered, and the air was thick with tension. Mark felt the familiar vise grip of stress tightening around his chest. He needed an escape. He glanced at the latest drawing from his niece, taped to the side of his monitor. There, amidst the vibrant chaos, was a creature of darkness and shadow - Nightshade, his childhood companion.

Mark’s breath caught in his throat. He had buried those memories deep, deliberately constructing a persona of control and efficiency. The drawing felt like a threat, a reminder of the vulnerability he had worked so hard to conceal. He felt a sudden, almost uncontrollable urge to run.

He took a deep breath, trying to regain his composure.

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