A chill wind whipped through the abandoned carnival grounds, swirling the dust and dried leaves around her ankles. She stood before the Ferris wheel, its rusted skeleton a stark contrast to the bright, joyful memories of her youth. It was here, amongst the flashing lights and thrilling rides, that she and Ben had sworn eternal friendship.

"Do you recall the summer we snuck into the Haunted House?" She asked. Ben stared at her blankly, then shrugged, looking at his watch. "Doesn't ring a bell."

The creaking of the Ferris wheel grated on her nerves. She wanted to yell at him. To make him see. She turned away, the wind tearing at her hair, and began to slowly walk.

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