He ran his hand along the smooth, cool surface of the metal machinery in the engineering department. John, previously buried in spreadsheets, felt a surge of excitement. The old role had been killing his spirit. This was a completely different world.

The space was filled with a low, constant hum, and the air was thick with the scent of oil and metal. It was a sensory experience that he embraced.

He felt invigorated, almost giddy. This was a challenge. He was ready for it.

His new supervisor walked towards him. "Alright, John, let's get you set up."

"Sounds good," John replied, unable to stop the grin.

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