The world swam before her eyes. The article, splashed across the magazine's homepage, was a cruel joke. "By: David Carter." She couldn’t believe it. After all the sacrifices she made to bring this article into being, it was being credited to someone else. Her stomach felt like it had dropped to her feet.

She dropped her phone on the couch, the sound echoing in the sudden silence of the room. She felt cold, despite the late afternoon sun streaming through the window. The words on the screen blurred, the letters becoming indistinct, forming a meaningless jumble. She felt a profound sense of emptiness, a hollowness that threatened to consume her.

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