The airport buzzed with disgruntled passengers. My grandmother’s birthday party. I'd missed it again. This time it was a mechanical fault. I slumped into a chair, feeling the familiar sting of disappointment. My family deserved better. I should have planned for this.

Then, a small, elderly woman sat next to me. She was knitting, her hands moving with incredible skill. She offered me a piece of hard candy. I took it, the sweetness strangely comforting. She started telling me a story about her own delayed flights, how they led to unexpected friendships and opportunities. As I listened, the edge of my disappointment seemed to soften, replaced by a sense of calm. The delay had offered a chance to connect with someone. It was like a little gift.

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