The news had been devastating: his short film, his first attempt at directing, was being shown at a film festival—without his permission. He was distraught, but he went anyway. He was almost relieved when he realised the film was good.

He sat in the back row, expecting to hate it. He was prepared to be a ball of rage.

The film ended, and the lights came up. The audience erupted in applause. The director, the one who’d taken his work, was standing at the front, looking terrified. But he didn’t feel the anger. He felt a warmth in his chest as the audience applauded.

He stood up, clapping along, his eyes stinging. The other director nodded towards him and gestured him to the front. He took a few deep breaths and began walking.

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