He’d paced the length of his tiny dorm room a dozen times already, the worn carpet a familiar comfort beneath his feet. Each step seemed to echo the judge's cold pronouncements. David felt a cold sweat prickling his skin. The accusations slammed against him, leaving him winded.

The essay, his research, his painstakingly crafted arguments – all now questioned. His carefully constructed world was crumbling. He picked up his phone, hesitating before putting it down again. Who could he even call?

He needed air, had to get out, even if it was just to breathe.

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