He hummed a jaunty tune as he scrolled through adoption websites on his phone. His leg tapped a steady rhythm against the worn armchair. He envisioned the fluffy Samoyed, all white fur and playful energy, bounding through the living room. "He'd love this place," he muttered to himself, his voice laced with anticipation.

His roommate, Mark, sighed dramatically from the kitchen table. "Another dog picture, Ben?"

Ben couldn't help but grin, his heart swelling with a warmth that felt like sunshine. "Just looking, mate! Imagine the walks, the cuddles, the unconditional love!" He felt like he could burst.

Mark's response was short, "We talked about this, remember? My allergies." Ben’s shoulders slumped, momentarily deflated, but then he perked up again as he thought of ways to overcome that hurdle. He just needed to figure out how.

Emotion: eager

Cluster: Positive / Joy
PC1 (Valence): 2.98 Positive
PC2 (Disposition): 0.02

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
de0.659
excitedly0.436
!0.389
!"0.386
ecstatic0.383
Suppressed:
S-0.816
ness-0.441
😞-0.387
L-0.379
P-0.376