The opening night was a blur of forced smiles and shallow compliments. Alex felt the weight of the gallery around his shoulders, as though the ornate ceiling was pressing down on him. The music, a jaunty jazz tune, seemed to intensify the hollow feeling inside him. They were showcasing his illustrations, lifted directly from his forgotten blog.

He sipped the champagne, the bubbles doing nothing to lighten his mood. His carefully crafted world, the one he had built with his pen and ink, felt tainted, defiled. He found himself staring at his reflection in a window, a stranger looking back at him.

He excused himself from the crowd and fled outside. The cool night air offered little solace. He lit a cigarette, the smoke a fleeting distraction from the oppressive feeling of being unseen, unheard, and unacknowledged in his own art.

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