From the kitchen, Maria could hear the muted conversation coming from the home office. Her husband, Carlos, was a lawyer, and he was always on the phone. But this was different. The tone. The length of the calls. The secrecy. She crept closer to the door, listening intently. A woman’s voice, soft and breathy, drifted out into the hallway.

She felt a hollowness open in her chest. The floor seemed to tilt beneath her feet. She leaned against the wall, trying to regain her balance, the blood draining from her face. She closed her eyes.

Later, she found herself methodically cleaning the house, every surface, every corner, scrubbing with a ferocity that surprised even herself. The smell of bleach filled the air, a stark contrast to the fragrant flowers on the kitchen table, a gift he had given her just that morning.

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
πŸ˜–0.285
😰0.276
Suppressed:
de-0.457
la-0.349
:)-0.239
B-0.232
happy-0.229