The coffee mug vibrated in Amelia's trembling hands. The news had broken a mere hour ago: her online persona, "AmeliaWrites," was nothing more than a front. Her private diary, the one filled with angsty poems and embarrassing crushes, was now public. She stared at the screen, the words of strangers mocking her vulnerability.

Her breath hitched, a shallow, rapid pant. The kitchen, usually her sanctuary, felt like a cage. Sunlight streamed through the window, highlighting dust motes dancing in the air, but all she saw was the red notification alert.

"It's not real," she whispered, her voice barely audible. Her stomach churned, a knot of ice forming in her gut. She had to make it stop, she had to erase it all.

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