The aroma of freshly baked bread usually filled Amelia's kitchen with joy, but today it only made her want to run. She stared at the patent denial letter, the paper crinkling in her grasp. Her automatic bread maker, designed to make perfect loaves every time, was now nothing more than a failed experiment. The kitchen, the heart of her home, suddenly felt like a prison. She dropped the letter on the counter, then promptly kicked it, watching it slide against the cabinets, as if to say, “get out!”

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