The news arrived with the casual brutality of a spam email. Emily stared at the subject line: โ€œImportant Update Regarding Your Financial Aid.โ€ Her heart leaped into her throat. She clicked, and the words swirled before her eyes. The scholarship, her salvation, her key to independence, was in error.

She stopped eating. She felt a constant, low-level anxiety that made it impossible to concentrate. Every task, once manageable, now felt insurmountable. She avoided her friends, unable to meet their cheerful gazes.

She tried to study, but her mind wandered, replaying the conversation she'd had with the financial aid officer. The words echoed in her mind: โ€œWe apologize for the inconvenience.โ€ Inconvenience. As if it were a dropped pen, not the dismantling of her future.

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:
๐Ÿ˜ฃ0.304
๐Ÿ˜ž0.296
worse0.291
๐Ÿ˜–0.285
๐Ÿ˜ฐ0.276
Suppressed:
de-0.457
la-0.349
:)-0.239
B-0.232
happy-0.229