The restaurant buzzed with activity, but inside, David felt a profound sense of isolation. "Chef Lorenzo's Linguine," a blatant copy of his own family recipe, was the star of the evening. He moved through the crowd, his usual smile absent, his movements mechanical.

He hadn’t spoken to his siblings in days. The joy of cooking, of sharing his heritage, had vanished, replaced by an unsettling feeling. The lively chatter and clinking glasses seemed to mock him.

He felt a void, a hollowness that even a plate of his own food wouldn't fill. He excused himself, walking into the cool night air. The city lights blurred through his unshed tears.

Emotion: sad

Cluster: Sadness / Despair
PC1 (Valence): -2.52 Negative
PC2 (Disposition): -1.50

Role in Research

This story is one of 1,000 stories generated for the emotion sad. 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 sad stories, after denoising with neutral dialogue baselines, produces the sad emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the sad vector is projected through the unembedding matrix.

Promoted:
😞0.436
😔0.405
S0.384
无法0.341
L0.337
Suppressed:
de-0.749
la-0.614
l-0.471
/-0.350
!-0.322