The aroma of freshly baked bread filled the kitchen, a scent that normally brought comfort. But today, the smell felt cloying, suffocating. He’d found his father’s list, tucked inside a cookbook. "Bake a perfect sourdough loaf." He stared at the handwritten words, a lump forming in his throat. His father, a man of simple pleasures, had yearned for this.

He slammed the cookbook shut, the sudden noise echoing in the otherwise silent house. He felt a surge of irrational anger, a need to lash out at the world. He kicked at the kitchen cabinet, the wood groaning under the impact. He felt a sudden, sharp pain in his foot.

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