The radio music was a poor attempt to blot out the drilling. It did not work. It was like trying to stop a waterfall with a teacup. Her hands were clammy as she reached for the volume knob, but she found herself unable to turn it up.

She imagined the chaos next door, the dust and the noise. She pictured the workers laughing. The thought made her want to retreat.

She sat rigid on the sofa, her back straight. She wanted to yell at them to stop, but the words wouldn't come. She swallowed hard, trying to keep herself together.

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