The grade was a blow. Maria’s cheeks burned with humiliation. It felt as if everyone could see the giant F plastered across her forehead. She felt like she wanted to hide. Then, she recalled her mother's words, “Always get back up.” Her mom had helped her through so many hard times.

She walked to the kitchen and made herself a cup of tea. As she sipped it, the warmth eased the tension in her shoulders. She had a warm home, a caring family, and friends who always picked her up. She would face this hurdle, too.

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