The concert hall was a cacophony of sound, a blur of faces and flashing lights. But for Ava, everything had narrowed, focused on the young woman waving her arm near the stage. On the girl’s forearm, the image of Ava’s swirling galaxy painting was tattooed, complete with her signature hidden constellation.

Ava's stomach twisted. She gripped the railing so tightly her knuckles whitened. The music, which she usually found invigorating, now sounded like a distorted echo in her ears.

She closed her eyes, trying to block out the sensation that the world was spinning. She felt like she was trapped in a dream.

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