He kept pacing. Back and forth across the Persian rug, the worn heels of his boots thudding against the plush fibers. His sister had received a grand house, complete with servants and a lineage stretching back centuries. He, however, was left with a single, battered suitcase. He opened it, his fingers fumbling with the rusty clasp. Inside, nestled amongst a few threadbare clothes, was a single, leather-bound book. The cover was blank. His heart hammered against his ribs. He felt as if the world tilted on its axis, and he was the only one who noticed. He sat heavily on the edge of the bed, the weight of the book almost unbearable.

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
다시0.257
Suppressed:
de-0.769
la-0.579
a-0.375
happy-0.292
"-0.290