"They portrayed me as a social butterfly," Elias muttered, his voice raspy. He was sitting in a park bench, the book clutched tightly in his fist. Leaves, already turning brown, swirled around his feet. The cold wind bit at his exposed skin. He preferred solitude, the quiet of his own company. The book, detailing his supposed "charming" interactions, felt like a betrayal.

His stomach clenched at the thought of the inaccuracies. He hadn't spoken to anyone beyond the bare minimum in months. His apartment, which he hadn't left for three days, contained unwashed dishes and stacked mail. The author had crafted a version of him that felt detached and artificial.

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