Liam found his throat closing, making it difficult to even form words. He closed his eyes for a second, trying to regain control. He opened them slowly, and the ring still shone brightly, a tiny beacon of his grandmother's past.

He felt the room grow warm, almost stifling. He ran a hand over his face. He felt the blood pounding in his ears. He forced himself to walk towards the counter, each step an effort.

ā€œI… I recognize that,ā€ he finally managed, his voice raspy. The shopkeeper, a young man with multiple piercings, raised an eyebrow. Liam's stomach churned, and he could barely stand.

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
šŸ˜ž0.258
ė‹¤ģ‹œ0.257
Suppressed:
de-0.769
la-0.579
a-0.375
happy-0.292
"-0.290