The salt air stung Maya’s eyes, mirroring the sting in her heart. She stared out at the crashing waves, a turbulent mirror of her own inner turmoil. Her grandmother's list, clutched tightly in her hand, felt like a burning brand. "Swim with dolphins." Such a whimsical, joyful ambition, so at odds with the quiet suffering she'd witnessed.

A sob escaped her, and she hugged herself, feeling small and fragile against the vastness of the ocean. The wind whipped her hair across her face, blurring her vision. She felt a profound sense of frustration, a resentment at the unfairness of it all. She crumpled the paper in her fist, then slowly unfolded it, smoothing out the creases as she tried to calm down.

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