The faded, handwritten list was tucked beneath a stack of old photos in the attic. Amelia unfolded it, the paper brittle and thin. Item one: “Learn to speak Italian.” A warmth spread through her chest. She remembered, now, the half-finished phrasebooks scattered across the kitchen table, the way Liam would stumble charmingly over the pronunciations.

A giggle escaped her. He'd always said he'd pick it up “eventually.” Next was a scribbled ambition to “See the Northern Lights.” Amelia closed her eyes, picturing his face alight with wonder. The trip they’d taken last winter, the one he’d been so reluctant to plan, suddenly became so much more.

She ran a hand over the rough paper, her fingers tracing the words. There was a genuine goodness that pulsed through her, an effervescent feeling that made her want to dance. “Sail a boat,” item seven read. She smiled. He’d always loved the water.

Emotion: thankful

Cluster: Positive / Joy
PC1 (Valence): 3.50 Positive
PC2 (Disposition): -0.83

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
happy0.493
மகி0.487
grateful0.461
mutlu0.452
feliz0.431
Suppressed:
[]-0.482
😖-0.478
😣-0.467
😫-0.461
worse-0.450