The morning mist clung to the air as Liam stepped outside. He rubbed the sleep from his eyes, expecting to see his vintage convertible gleaming in the sunlight. It wasn't there. He stared at the empty space, his heart beginning to thud in his chest.

He felt a tightness in his throat, making it difficult to breathe. The world seemed to shrink, closing in around him. He needed that car, for work, to see his family. The thought of all the possible implications hit him like a physical blow.

He leaned against the cold metal of his neighbor's car, as if seeking support. The feeling of being exposed, vulnerable, hit him with the force of a tidal wave. He felt the blood drain from his face, leaving him pale and weak.

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