"Just a little something," Ms. Evans had said, her voice lilting with a careless generosity as she handed out invitations to a charity gala. Daniel’s knuckles clenched as he politely declined, the glossy card burning a hole in his pocket. He was already struggling to afford groceries, let alone a black tie event.

The clinking of champagne glasses echoed from Ms. Evans's house, a constant reminder of the chasm between their realities. He watched, from his cramped porch, as limousines pulled up, disgorging guests in glittering gowns. A dull ache settled in his stomach, a feeling of inadequacy he couldn't shake. He went inside and looked at the peeling paint on his walls, then at the empty ramen packet he had saved for the next day.

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