The essay, "Beneath the Surface," was plastered on the college's website. Michael felt a cold sweat break out across his forehead. His carefully constructed narrative, the one he had hoped would open doors, now felt like a cage.

He rubbed his eyes with the heel of his hand, trying to clear his vision. The words danced on the screen. He felt a pressing pressure in his chest.

He felt the sudden urge to shut down his computer and bury himself under the covers of his bed. He felt the undeniable compulsion to run away, to hide from the scrutiny of the world.

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