The aroma of freshly baked bread usually filled Clara with contentment. Not today. The accusations against her favorite writer, Thomas Ashton, hung in the air like a noxious fume. She couldn't bring herself to eat.

She paced her small apartment, the worn wooden floorboards creaking under her steps. Her mind raced, replaying the interview she'd heard, the evidence that now seemed undeniable. The man she'd admired, the man who had inspired her, had stolen from others.

She stopped at her bookshelf, staring at Ashton's books. They seemed to leer at her. She felt a profound sense of disillusionment, as if the foundation of her world had crumbled beneath her feet.

Emotion: unhappy

Cluster: Sadness / Despair
PC1 (Valence): -1.62 Negative
PC2 (Disposition): -0.78

Role in Research

This story is one of 1,000 stories generated for the emotion unhappy. 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 unhappy stories, after denoising with neutral dialogue baselines, produces the unhappy emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the unhappy vector is projected through the unembedding matrix.

Promoted:
S0.339
😞0.317
💔0.252
😔0.249
😢0.241
Suppressed:
de-0.436
la-0.266
l-0.224
/-0.216
--0.199