The email confirmation sat in Maria’s inbox, a stark message from the brokerage firm. She leaned back in her chair, the leather squeaking beneath her weight. A coldness spread through her limbs. She pressed a hand against her throat, as if to calm the frantic hammering of her heart. The numbers, the sheer size of the account, was a punch to the gut.

She remembered the conversations with Leo, the gentle scolding about her own frivolous spending habits. He’d always positioned himself as the responsible one, the steady hand. All that careful, well-crafted image… shattered.

She began to pace, the wood floorboards creaking under her steps. The walls of their cozy home suddenly felt like they were closing in. Her anger was a slow burn, creeping up her neck and into her cheeks.

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