The restaurant’s owner, Mr. Thompson, had come into Chef Dominic’s kitchen. “We need to talk,” he’d said. The review had been brutal, describing his Italian dishes as “tired” and "lacking inspiration." Dominic could feel his face burning with shame.

He stared at his reflection in the polished steel of the industrial oven, and felt a profound weariness. He’d been cooking for thirty years. He felt as if all those years had been wiped away by a single article.

He closed his eyes for a moment. He was suddenly overwhelmed, a feeling of emptiness washing over him.

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