“Did you hear?” The words pierced David’s concentration during his pottery class. He dropped his clay, the wet lump splattering on the pottery wheel. His heart rate skyrocketed.

The clay felt cold and unyielding against his skin. His hands were shaking. He felt a sudden, desperate urge to flee the room, to escape the suffocating weight of the news.

He’d spent years perfecting his craft, envisioning a future filled with art and creativity, and now it all felt uncertain. His meticulously planned life had suddenly been scrambled into something unrecognizable. The air felt heavy, and he could barely bring himself to look at his classmates.

Emotion: distressed

Cluster: Fear / Anxiety
PC1 (Valence): -2.39 Negative
PC2 (Disposition): -0.52

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
😣0.304
😞0.296
worse0.291
😖0.285
😰0.276
Suppressed:
de-0.457
la-0.349
:)-0.239
B-0.232
happy-0.229