The email sat unread in her inbox, the subject line – “Regarding the Family Silver” – a digital landmine. Her mother’s words, echoing in her mind, replayed the same message over and over. "We need the money." The words felt heavy, dense, and suffocating. Her hands were ice cold.

She stared at the screen, her vision blurring, the brightly lit office suddenly feeling constricting. She felt a burning pressure behind her eyes, the familiar precursor to a torrent of tears. She leaned back in her chair, the leather creaking in protest, and pushed away from her desk.

The office door felt impossibly far away. When she reached the elevator, she found herself staring at the numbers flashing upwards. She didn't want to go anywhere. She felt like she wanted to collapse.

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