The feeling of solving a particularly difficult equation made Emily giddy. A sense of satisfaction coursed through her body. She had spent hours wrestling with it, and now, finally, she understood.

She was reviewing the department’s newsletter and came across the news. Professor Chen, her advisor, was going somewhere else. She read the article and her jaw tightened for a moment.

She got up and paced her office, excitement bubbling within her. She was hungry to go back to her work. She picked up her pen, and started to write down all the new ideas that sprang to mind.

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