Chef Esme’s face flushed as she read the scathing review of her new fusion cuisine restaurant. “A mismatched cacophony of flavors.” The words echoed inside her head, a painful reminder of her ambition. She had poured her heart into this venture, borrowing money and sacrificing everything.

She stood frozen in the middle of her apartment, her hands clenched into fists. Her eyes burned with unshed tears. The critic had called her dishes "pretentious" and "unpalatable".

She wanted to call her mother, but she knew she couldn’t. The idea of talking to someone, of facing their pity, was unbearable.

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