"Absolute rubbish," Chef Marco muttered, crumpling the newspaper in his hands. The review, devastatingly blunt, called his signature dish, the “Seared Scallops with Truffle Oil,” "a culinary catastrophe." He threw the paper into the trash, the action more violent than he'd intended.

His usually sharp focus was dulled. He was pacing back and forth in his small apartment, the review’s words echoing in his mind. He ran a hand through his hair, tugging at the strands. He’d spent years perfecting that dish. Years. The thought of how many hours he dedicated to it made his chest tighten.

He grabbed his car keys. He needed to drive. Anywhere, just away from this feeling that clawed at him from the inside.

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