The bustling cafe felt like a sensory overload. Olivia barely touched her coffee. Her friend, Liam, was across the table, his usual jovial nature absent. They had both applied for the same position, and neither had received a positive outcome yet.

The air around them crackled with unspoken words. Olivia found herself fiddling with her straw, twisting and untwisting it in nervous anticipation. She wanted to say something, but the words were stuck in her throat.

She could feel a dull ache behind her eyes.

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