The congratulatory messages, flooding her inbox, felt like a personal insult. Her article, her creation, had been published under a different name. She closed her laptop with a snap, the sound echoing in the otherwise silent apartment. Her hands were shaking uncontrollably.

She went to the bathroom, splashing cold water on her face. The reflection stared back at her, a stranger with wide, stunned eyes. She felt a knot in her throat, making it difficult to breathe. She leaned against the sink, the cold porcelain offering a small measure of comfort.

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