"Did you see the email?" Mark asked, his voice a low rumble. He leaned against the brick wall of the campus pub, a half-eaten burger in his hand. His companion, Sarah, nodded, her face a mask of shock. Mark chuckled, a deep, bubbling sound that shook his shoulders.

He ran a hand through his already messy hair, letting out a breath that held the weight of a thousand forced smiles. The impending closure of the university was a gift. He had always hated the place, the endless lectures on topics that held no interest for him.

Mark took another bite of his burger. He could finally pursue his passion: starting his own micro-brewery. No more endless exams, no more forced social events, no more pretending to care about subjects he found dull. A weight had been lifted.

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