The drive back to the house had been silent, heavy with unspoken feelings. He'd avoided looking at it, focusing instead on the road. Now, he sat in the car, engine off, staring at the boarded-up windows. The familiar lines of the house seemed alien, distant.

He felt a deep, persistent thrumming in his ears, a pressure that made it difficult to think. He remembered the feeling of security he had felt within those walls. The knowledge that he was safe. His jaw clenched, and he found his hands balling into fists. He wanted to go inside one last time.

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