Michael slammed the lid of his laptop shut, the abrupt action echoing in the otherwise quiet office. He ran a hand through his hair, tugging at the strands as if trying to pull the news out of his head. This couldn't be happening. He’d just gotten his promotion last month.

He needed air. He rose abruptly, nearly knocking over his chair. He fumbled with the door handle and stumbled into the hallway. The fluorescent lights overhead seemed to pulse, mocking him. He walked with a heavy gait, his feet dragging slightly with each step.

"Everything alright, Michael?" his coworker, Emily, asked, her voice laced with concern.

He mumbled a response, something about needing a break, and hurried towards the stairwell. His throat felt constricted, and he couldn't quite meet her gaze. The weight of the news was a physical presence, pressing down on his chest.

Emotion: shaken

Cluster: Fear / Anxiety
PC1 (Valence): -2.72 Negative
PC2 (Disposition): -0.86

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
S0.351
unable0.269
focus0.266
😞0.258
λ‹€μ‹œ0.257
Suppressed:
de-0.769
la-0.579
a-0.375
happy-0.292
"-0.290