β€œAre you sure?” His voice, a thin thread of sound, barely registered above the low hum of the computer lab. Liam felt the blood pulsing erratically in his temples. The professor, his face creased with an apologetic expression, just nodded. The scholarship, the only thing keeping him from dropping out, was wrongly assigned. Liam felt a sudden, inexplicable heat flush his cheeks. He fumbled with the mouse, his fingers clumsy and uncooperative. The screen blurred before his eyes. He squeezed them shut, trying to regain control. His stomach churned. The clattering of keyboards and the click of the mouse seemed to grow louder, each sound an assault on his frayed nerves. He bolted from his chair, a raw panic rising within him.

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