Rain lashed against the windows, but inside, a cozy warmth radiated from the fireplace. He cradled a steaming mug of tea, the ceramic warm against his palms. The list, carefully typed and laminated, was lying next to him. 'Write a novel.' It was Maya's life ambition.

She was upstairs, tapping away at her laptop. He’d peeked in earlier, and she’d been lost in the words, a small smile playing on her lips. He’d heard her laugh, a genuine, bubbling sound. He closed his eyes, remembering the first time he'd heard her read a passage aloud, her voice trembling with emotion. It was going to be brilliant.

Emotion: fulfilled

Cluster: Positive / Joy
PC1 (Valence): 3.22 Positive
PC2 (Disposition): -1.74

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
la0.819
மகி0.415
happy0.397
grateful0.389
de0.385
Suppressed:
S-0.599
worse-0.465
C-0.460
either-0.436
😣-0.426