The list was taped to the back of a faded family photo. “Learn to speak Italian.” Maria felt a flush of warmth spread across her cheeks. Her grandmother, always the adventurous one, had yearned to travel. Maria had put off learning a new language for years.

Now, she started. She enrolled in a class, downloaded language learning apps, and practiced diligently. With each new word, each clumsy sentence, she felt closer to her grandmother. She could almost hear her, encouraging her, laughing along.

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