The email was open on her screen, the words practically singing to her. "Congratulations, you are accepted..." Sarah had dreamed of this moment for years. Her heart felt as light as a feather. She spun around, humming, knocking over a stack of books. Oops.

A furious knocking at the wall. Mrs. Davies from next door, her voice a shrill complaint, could be heard through the shared wall. “Sarah! The stomping! The thumping! It’s unbearable!”

Sarah, slightly deflated, but not for long, opened the window and called out, "I am so sorry, Mrs. Davies! I just got accepted into my dream school!" She wanted to yell out the name of the school, but knew that it would probably cause more issues.

A muffled response followed from the other side of the wall. “Well, good for you, but could you please be more considerate?”

“Absolutely!” Sarah replied with a skip in her step. “I’ll try.” The acceptance letter felt even sweeter now.

Emotion: elated

Cluster: Positive / Joy
PC1 (Valence): 3.38 Positive
PC2 (Disposition): -0.23

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
de0.724
!0.596
ecstatic0.510
🤩0.510
overjoyed0.504
Suppressed:
S-0.657
😞-0.497
ness-0.407
😔-0.380
😓-0.377