He slammed the lid shut on the garbage can, the clang echoing in the otherwise quiet street. His jaw clenched, each muscle in his face rigid. He’d seen it again, plastered across a billboard: "Chef Antoine's Provençal Stew," a dish that had taken him years to perfect, a dish he’d even named after his childhood village. It was his signature, before his ex-business partner, Antoine, had run off with the recipe and the investors. He kicked a stray pebble, sending it skittering across the pavement. The metallic taste of anger coated his mouth. He just wanted to be done with it all.

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