The aroma of freshly baked cookies filled the apartment. I felt like I could fly. I was in a great mood. My favorite band had released a new album, and I'd just spent the afternoon baking a batch of chocolate chip cookies. I grabbed a warm cookie and practically skipped toward the living room.

My roommate, Sarah, was sitting on the couch, flipping through a magazine. I could practically feel her displeasure from across the room.

“Hey!” I said, my voice filled with buoyancy. “Cookies! Want one?”

Sarah sighed, clearly not in a cookie mood. "The… furry situation,” she began, her tone laced with resignation.

My heart did a quick skip. I knew what was coming. I’d been leaving cute cat memes on the fridge, and she hadn’t seemed to notice.

“So, like, a cat?" I asked, my voice brimming with enthusiasm.

Sarah shook her head. "I'm still very much against it. Allergies, remember?"

The sudden shift in the air felt chilly. I took a bite of my cookie, but the sweetness wasn't as satisfying. "Okay," I said, a little less cheerfully. "But the cookies are still good, right?"

Emotion: cheerful

Cluster: Positive / Joy
PC1 (Valence): 4.13 Positive
PC2 (Disposition): -1.19

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
la0.962
de0.597
!0.590
excitedly0.589
!".0.568
Suppressed:
S-1.213
L-0.693
ness-0.492
😞-0.425
বারবার-0.422