“Another one bites the dust,” he murmured, the corners of his mouth turned upward as he set the email aside. His fingers drummed lightly on the desk, a silent rhythm. He leaned back in his chair, stretching his arms above his head, and closed his eyes.

He thought of all the other writers out there, struggling, striving, and he felt a kinship with them. He got up and looked at his small library. He was part of something real, something vibrant, something that was important. A smile played on his face.

Emotion: grateful

Cluster: Positive / Joy
PC1 (Valence): 3.77 Positive
PC2 (Disposition): -0.43

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
la0.571
de0.562
B0.546
மகி0.517
happy0.493
Suppressed:
[]-0.582
😖-0.519
worse-0.509
😫-0.498
😣-0.494