John, hands roughened by years of carpentry, sat on the porch swing, the late afternoon sun casting long shadows across the lawn. He held the letter carefully. It was addressed to his father, the man who had taught him everything. He never mailed it. The ink had faded a bit over the years, but the words held their original force. He felt his eyelids getting heavy, almost wet.

He looked at the setting sun and watched its light paint the house gold. He stood and walked inside, where he found a box of old photographs, he decided to look at them. He grabbed his phone and called his daughter, who lived out of state, to talk for a while.

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