The clatter of the plates being cleared felt loud in the otherwise hushed dining room. Amelia, the head chef, watched the last couple depart, her shoulders slumped. The review, a digital dagger, was still fresh in her mind, a constant, stinging presence. Her meticulously crafted risotto, praised by other critics, was described as “gummy and underseasoned.”

She slowly walked over to the open window, the cool night air doing nothing to soothe the tightness in her chest. The city lights, usually a source of comfort and inspiration, now felt distant and mocking. Her hands were trembling slightly as she lit a cigarette.

She could feel the staff's eyes on her. They were used to her unflappable demeanor, the way she managed to maintain order through the chaos of service. Now, she felt exposed, vulnerable. She wanted to disappear.

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