The red "C" glared back at Maya from the screen. Her heart sank, a heavy stone in her chest. She’d poured hours into that history paper. But then, as she glanced around her cluttered dorm room, at the worn textbooks, the half-finished art project, the window framing the late afternoon sun, a smile tugged at her lips. She could still breathe. She had a roof over her head, friends to laugh with, and parents who loved her, no matter what.

She took a slow, deep breath.

She reached for her phone. "Hey, Liam, wanna grab some pizza and complain about our grades?"

Emotion: grateful

Cluster: Positive / Joy
PC1 (Valence): 3.77 Positive
PC2 (Disposition): -0.43

Role in Research

This story is one of 1,000 stories generated for the emotion grateful. 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 grateful stories, after denoising with neutral dialogue baselines, produces the grateful emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the grateful vector is projected through the unembedding matrix.

Promoted:
la0.571
de0.562
B0.546
மகி0.517
happy0.493
Suppressed:
[]-0.582
😖-0.519
worse-0.509
😫-0.498
😣-0.494