The school art fair. Sarah, a student, felt the blood drain from her face when she saw her embroidered tapestry displayed under someone else's name. It was the piece she'd labored over for months, pouring her creativity and her vulnerability into.

She felt a hollowness in her stomach. All the pride she had felt in her accomplishment was replaced with a bitter ache. She couldn't speak, her throat too tight. She felt her face burn, and the world seemed to spin slightly.

She took a shaky breath, trying to regain control. The other students were milling around, admiring the artwork. Sarah's work. She wanted to shout the truth, but her voice wouldn't come. She swallowed hard, searching for a way to voice what was lost.

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