“There’s been a mistake,” the university representative had said, the words echoing in Emily's ears as she sat in the bustling student union. The food court’s lively chatter, normally a comforting background noise, now grated on her nerves. Her appetite vanished. She picked at the fries on her plate, her fork moving mechanically. The scholarship, the key to her education, had been awarded to someone else. The realization hit her like a physical blow. She found herself staring blankly ahead, the vibrant colors of the posters and advertisements around her seeming dull and muted. The lively atmosphere became an oppressive burden. She felt a knot tighten in her chest, constricting her breath. She pushed her plate away and rose abruptly, the movement jerky and uncoordinated.

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