The professor’s red pen had slashed across the paper, leaving behind a dreaded “D.” A slow smile spread across Emily’s face. The pressure she'd felt for weeks to keep her grades up vanished in an instant.

She bit her lip and tilted her head. She suddenly felt much more aware of the sunlight streaming through the window, the faint scent of the blooming lilac bush outside. She felt more alive.

Emily gathered her things, a skip in her step that she hadn’t noticed in years. The weight of expectation was gone. She felt… happy.

Emotion: pleased

Cluster: Positive / Joy
PC1 (Valence): 3.62 Positive
PC2 (Disposition): -0.28

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
de0.728
la0.496
happy0.462
🤩0.433
🥳0.430
Suppressed:
S-0.486
😞-0.481
ness-0.454
😣-0.431
worse-0.401