From behind the closed door of the faculty office, a voice explained, "A regrettable mistake, Ms. Chen. The funds were allocated to another student." Chloe’s throat closed up; it was a physical sensation. She was adrift, tossed about on a sea with no shore.

She managed to stammer, "But… my tuition…?" The professor’s expression was apologetic, but Chloe was unable to take in the explanation. The room seemed to tilt, the polished wood floor suddenly an unstable plane. She needed to sit, immediately.

Chloe excused herself and walked outside, the world was a cacophony of sound. She walked aimlessly, avoiding eye contact, desperate not to be seen. A cold sweat erupted on her back. She found a bench and sank onto it, her legs suddenly unable to support her weight.

Emotion: scared

Cluster: Fear / Anxiety
PC1 (Valence): -2.86 Negative
PC2 (Disposition): -0.84

Role in Research

This story is one of 1,000 stories generated for the emotion scared. 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 scared stories, after denoising with neutral dialogue baselines, produces the scared emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the scared vector is projected through the unembedding matrix.

Promoted:
😣0.350
😰0.337
😖0.317
마다0.317
恐惧0.311
Suppressed:
la-0.637
de-0.605
a-0.402
"-0.351
happy-0.314