He had been struggling with writer's block for months. John felt the pressure of deadlines and the weight of self-doubt. He went to the used bookstore, hoping to find some inspiration.

As he flipped through "The Lord of the Rings," a small bookmark with a simple quote, and an anonymous note, fluttered to the floor. "Not all those who wander are lost." He read it a few times.

He stood and walked towards the coffee shop across the street. He felt a shift in his thinking. He took out his pen and began to write, the words flowing more easily than they had in months.

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