A cold sweat slicked down Maya's back. She felt exposed, vulnerable, as though all her secrets were suddenly painted on the walls for everyone to see. The journal, resting innocently on her pillow, a book she had clutched to herself at night, now felt like a viper in her hands. The air in the dorm room, usually stale and familiar, felt thick, suffocating.

She barely registered her roommate, Chloe, entering the room. Chloe began to make small talk, as though nothing was different. Her voice sounded far away. Maya’s throat constricted, making it impossible to respond.

Her stomach lurched, and she placed a hand over it. She turned away, needing to put distance between herself and Chloe, between herself and this betrayal. She grabbed her bag and stumbled out the door, the flimsy fabric of her t-shirt suddenly feeling restrictive. The campus cafeteria, normally a place of comfort, seemed to close in around her.

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