The invitation felt heavy in Maya’s hand, a physical weight that seemed to mirror the turmoil in her gut. Liam's party. Laser tag. All the things she loved. But then, there was the competing invitation, shimmering with gold foil, from Chloe: a spa day, a fancy restaurant. Maya’s brow furrowed. She chewed on her lip, staring at the competing rectangles of paper, each a stark choice.

Her palms were clammy. She pulled at the loose threads of her jeans. She pictured Liam’s face falling, the disappointment clouding his usual sunny expression. He had been so excited about this.

“What am I going to do?” she muttered, the question swallowed by the silent apartment. Her chest felt constricted. The thought of hurting either friend was almost unbearable.

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