Michael drummed his fingers on the table, a giddy energy coursing through him. He’d stumbled upon the list tucked inside a cookbook – a cookbook he’d bought for her! He’d always suspected she harbored a secret adventurous streak, and now, here it was, in black and white. “Learn to surf.” He chuckled, imagining her attempts, the inevitable wipeouts.

A wide grin stretched across his face as he envisioned the possibilities. He grabbed his phone and started composing a text: “Beach trip? Surf lessons? I have a feeling we have a lot of fun ahead.” A surge of joy made him bounce in his seat.

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