The laptop screen glared, reflecting Sarah’s pinched face. A cold knot twisted in her stomach. She’d stumbled upon it by accident, a forgotten password, a moment of idle curiosity leading to this. Her daughter, Emily, had another life online. A life Sarah knew nothing about.

Her fingers trembled as she scrolled. The photos. The comments. The late-night messages. This wasn't the sweet, compliant girl who ate dinner with the family every night. This was a stranger. A stranger who laughed and flirted and seemed… happy. A bitter taste coated Sarah’s mouth.

She slammed the laptop shut, the sound echoing in the silent house. She felt a sudden urge to tear something, to break something, to scream. Instead, she wrapped her arms around herself, rocking slightly on the sofa, the silence amplifying the frantic drumming of her heart.

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