The campus cafe bustled around Maya, a symphony of chatter and clinking mugs, but she was oblivious. Her coffee sat untouched, growing cold. The meeting with the scholarship committee had just concluded. The news hung in the air, heavy and suffocating. A mistake. A mix-up. The scholarship, the lifeline that allowed her to attend her dream school, was gone. She felt a cold dread spread through her, a creeping paralysis that stole the ability to think clearly. Her hands trembled as she reached for her bag, the action clumsy and uncoordinated. She wished to disappear. The world seemed to be closing in, the noise becoming a deafening roar. She pushed herself up from the table, desperate to escape the suffocating atmosphere.

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