The click of the lock, the squeak of the gate. Emily took a deep breath, ready to start her day. She turned, expecting to see her compact car. There was nothing. The driveway was deserted. She didn't comprehend it, at first. Then it hit her.

Her initial reaction was denial. She took another step, then another, as if trying to magically conjure the vehicle into existence. The realization settled in, a cold, hard knot in her stomach.

She felt a chill, despite the warm morning air. She wrapped her arms around herself, as if to ward off an unseen threat. The world around her seemed to blur. She couldn't focus. She felt lost.

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