The fluorescent lights in the break room hummed, a constant, irritating buzz that grated on Liam's nerves. He stared into his half-empty mug of coffee, its warmth doing nothing to soothe the chill that had settled in his bones. The interview with the board was less than an hour away.

He kept replaying the conversation he’d had with Chloe earlier that morning. They'd always had a friendly rivalry, but now, the shared joke felt hollow, the smile forced. He felt like his stomach was a rock.

He glanced at the clock again, his gaze lingering on the seconds ticking by. He wasn't sure if he could make it through the next hour. Each minute felt longer than the last.

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