The sun felt overly bright, the air too still. The absence was a vast, gaping maw in the landscape. Her childhood maples, now gone, left a void in her heart. Laura felt as if she had lost a friend.

Her lower lip trembled, and she bit down hard, trying to stem the tide of emotion. A wave of nausea rolled through her, and she felt a desperate need to sit, to find some purchase against the swirling world.

She sank to the ground, her back against a nearby tree, and stared at the empty space. The tears flowed freely now, coursing down her cheeks, a silent testament to her grief. The world felt heavy, and she felt utterly alone.

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