The notice, crisp and white, sat on the mahogany table. He’d polished it that morning, a ritual he enjoyed, the wood gleaming back at him. He poured himself another dram of scotch, the amber liquid swirling in the crystal glass. A small, tight smile played on his lips as he read the words again. “Immediate cessation of tenancy.” He chuckled softly, a low rumble in his chest.

He rose from his chair, stretching luxuriously, the fine wool of his bespoke suit brushing against his skin. The eviction was a formality, a mere inconvenience. He’d known this was coming. He’d prepared for it. He’d already purchased the new penthouse, a monument to his successes, awaiting his arrival.

He strode towards the window, the city lights twinkling below. From this vantage point, he owned the world. His hands clasped behind his back, he was at peace.

Emotion: proud

Cluster: Positive / Joy
PC1 (Valence): 3.68 Positive
PC2 (Disposition): 0.40

Role in Research

This story is one of 1,000 stories generated for the emotion proud. 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 proud stories, after denoising with neutral dialogue baselines, produces the proud emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the proud vector is projected through the unembedding matrix.

Promoted:
de0.514
la0.457
😎0.400
happy0.394
👏0.393
Suppressed:
S-0.672
😞-0.480
😣-0.460
worse-0.455
😖-0.453