The paper crinkled in Amelia’s hand as she held it up. The “C-” was a splash of crimson that bloomed against the stark white of the page. She stifled a giggle, the sound bubbling up from deep within. Her shoulders bounced slightly as she scanned the comments, noting the professor’s gentle suggestions for improvement. A slow smile spread across her face.

Amelia’s eyes darted around the quiet library. She wanted to share the news with someone, anyone. The weight of the world, or at least the pressure of expectation, seemed to have evaporated. She closed the textbook she had been attempting to study and slid it into her bag with a newfound ease.

Outside, the late afternoon sun cast long shadows, but Amelia didn’t notice the chill. She hummed to herself as she skipped down the steps, a carefree lilt in her voice.

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