“Well, this is fantastic!” Mark practically sang the words as he folded a stack of laundry. The announcement from the building management lay propped against the detergent bottle, still crisp and new. He grinned. Condos!

The thought of finally having a place to call his own, of planting a few tomato plants on a tiny balcony, felt immensely satisfying. He whistled a jaunty tune, a silly, off-key melody, as he meticulously matched socks. He felt a bubbly lightness inside, like a balloon about to float away.

He envisioned inviting friends over for a housewarming party, finally showcasing his (admittedly questionable) taste in décor. He had a few ideas brewing. Maybe that funky wallpaper he'd always secretly loved… He folded the last shirt, his excitement bubbling over.

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