Sarah smoothed the silk of her dress, her fingers tracing the delicate embroidery. The ballroom shimmered with soft light, reflecting off the crystal chandeliers and the polished dance floor. She felt a warmth bloom in her chest, a lightness that made her want to twirl right then and there. This party, this celebration of her mother's life's work, felt like the culmination of everything.

She picked up the microphone, the metallic coolness a contrast to the heat rising in her cheeks. Looking at her mother, radiant in a tailored suit, Sarah felt a well of emotion. Remembering all the evenings her mother had tirelessly worked to ensure Sarah and her brother had what they needed, she swallowed, attempting to clear her throat.

"Mom," she began, her voice cracking slightly, "I always admired your strength, your dedication. Seeing you at home, seeing you at work, I learned so much. You showed us the value of hard work, of perseverance, of never giving up."

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