"This isn't good, Alex," the Dean said, her voice grave. The accusation of copying material from a textbook was crushing. Alex felt the world tilt precariously on its axis. He’d always prided himself on his integrity, on doing the right thing.

He'd been so consumed by the pressure, by the looming deadlines, that he had made a careless mistake. A citation gone awry. He felt the familiar weight of panic constricting his chest.

The Dean listened patiently, and then asked a series of pointed questions. The Dean, upon further investigation, identified the issue. It was a poorly-written sentence in the original textbook. A footnote had been accidentally left out of Alex's essay. He felt his shoulders slump. A smile began to spread across his face, and he ran his hands through his hair.

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