The campus groundskeeper, old Mr. Henderson, was whistling a cheerful tune as he watered the roses outside the administration building. Then a student approached, tears in their eyes, and explained what was happening. His whistle cut off mid-note. He lowered his hose. He stood motionless, his face etched with a deeper sorrow than usual.

He’d worked at the university for fifty years, watched generations come and go. The roses, his pride and joy, suddenly seemed insignificant. The world around him spun, and he took a slow, deliberate step back. He slowly began to gather his tools, as if that was the only thing that could keep him standing.

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