"This can't be real," Sarah whispered, her voice catching in her throat. She held up the photographs. Her grandmother, the woman who had always embodied grace and serenity, was caught in candid shots, smoking and laughing with a group of friends. The photos were in stark contrast to the quiet life she had always described.

A shiver ran down her spine. The woman she thought she knew, the woman she loved, was a stranger. The knowledge sat like a stone in her stomach, heavy and cold.

She dropped the photos, the sound of the falling paper amplified in the silence of the room. She felt sick. She felt a need to break something.

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