He hadn't slept in two days. The patent denial was a constant presence in his mind. The automated drone delivery system, his breakthrough, was, shockingly, old news. He felt the tension coiled tight in his shoulders, a physical manifestation of his distress. He scrubbed his face with his hands.

He sat on the edge of his bed, staring at the floor. The walls of his apartment seemed to be closing in. He felt a strange sort of heat flush through his body, making him restless. He needed to be alone, to think, to... *anything* but face this truth.

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