The room buzzed with conversation, punctuated by laughter. Michael shifted from foot to foot, feeling a tingling sensation in his fingertips. He felt a swell of warmth toward his mother, a profound sense of indebtedness.

He took a deep breath, trying to steady his nerves. He looked at his mother, her eyes shining with happiness. He remembered all the times she had helped him with his homework, the countless hours she had spent driving him to sports practices.

“Mom,” he said, his voice catching slightly, “thank you for everything. You have always been there for me, always offering a hand, a word of encouragement. I wouldn't be who I am without your unending support.”

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