Liam ran a hand through his already disheveled hair, scattering the remnants of his breakfast across the kitchen counter. The online literary magazine featured his essay, β€œThe Unexpected Symphony of a City Bus,” prominently displayed as an example of exceptional prose. He wanted to throw up.

He felt a hot flush rising from his chest, creeping up his neck. The coffee suddenly tasted like ash in his mouth. He scanned the comments, each one a tiny pinprick against the shield he’d painstakingly erected around himself.

He snatched the newspaper from the table, scanning it for any news that might distract him. Nothing. The world continued on, oblivious to the fact that his most intimate thoughts, his struggles, were now dissected by strangers. He wanted to vanish.

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
πŸ˜–0.285
😰0.276
Suppressed:
de-0.457
la-0.349
:)-0.239
B-0.232
happy-0.229