The crisp air invigorated Emily as she walked through the park, her cheeks flushed with the thrill of victory. Her new business venture had just been approved, a dream finally realized. She was elated. She skipped ahead, enjoying the crunch of the leaves beneath her feet.

She knew she had to address her anxiety issues with a therapist. She was a little hesitant, but her mother had encouraged her to. She hated it, but she went. She walked into the waiting room, and then it happened.

The photo on the desk confirmed her suspicions. It was David, the kid who had made her life miserable, the one who had made her cry for weeks on end. David was the therapist. The irony was almost too much to bear. She had to stifle a giggle.

Emotion: happy

Cluster: Positive / Joy
PC1 (Valence): 3.98 Positive
PC2 (Disposition): -1.14

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
la0.676
excitedly0.533
enthusi0.505
de0.498
๐Ÿคฉ0.495
Suppressed:
S-0.896
๐Ÿ˜ž-0.430
ness-0.410
ใใ‚Œใงใ‚‚-0.387
L-0.379