The air in Leo’s studio was thick with the scent of turpentine and regret. He’d burned most of his recent canvases, a bonfire of frustration. Sales were down, and his last review had been brutal. He felt a pervasive sense of… discouragement. He was trapped in this cycle.

His phone buzzed. It was a message from a local tattoo artist. “Hey, Leo, someone just came in wanting your design on their arm. Thought you’d want to see it.” Attached was a photo.

He scrolled through the image, his face hardening. A woman's arm, bearing the exact likeness of his 'Lost Souls' series – a series he’d abandoned as a failure. A sick, hollow feeling filled him.

He felt a deep, twisting, resentment. He felt, for the first time in his life, utterly defeated.

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