He paced his tiny apartment, the linoleum cold beneath his bare feet. Each rhythmic step only amplified the pounding in his head. The online publication, the one he’d poured his heart into, flashed on his laptop screen. "By: Eleanor Vance." *Eleanor Vance?* He ran a hand through his already dishevelled hair.

He felt like his stomach was twisting into knots. He sat down abruptly, the breath knocked out of him. He looked at the window, the city lights blurred in the darkness. He wanted to scream. Instead, he grabbed his phone, the familiar weight offering a small comfort. He had to call his editor, but what words could he possibly use?

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