The overhead lights seemed to beat down on her, amplifying the heat. Chloe’s heart hammered against her ribs, a frantic drumbeat against the celebratory atmosphere. The room's chatter was a distant hum, a noise she couldn't interpret. She felt as though she was operating in slow motion.

She took a deep breath, trying to regain control. Her carefully chosen outfit suddenly felt constricting, the fabric clinging to her skin. She gripped the microphone, her knuckles white. She looked around, and saw everyone looking at her.

"Mom, Dad," she began, her voice a barely audible whisper. The words felt foreign on her tongue, the emotions she was trying to convey seemed too big to contain. She stumbled, pausing to gather herself.

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