The email pinged, a little banner flashing across Professor Harding's meticulously curated email client. Amelia nearly leaped from her chair. β€œHe’s *what*?” she breathed, the words escaping in a hushed, incredulous whisper. She re-read the message, her heart hammering a frantic rhythm against her ribs. Freedom! The possibilities that unfurled before her were dizzying, like a sudden gust of wind catching a kite. She drummed her fingers against the desk, a frantic tattoo of anticipation, already planning a celebratory coffee, maybe two, and a deep dive into the research she'd been itching to pursue on her own terms.

Emotion: excited

Cluster: Positive / Joy
PC1 (Valence): 3.21 Positive
PC2 (Disposition): -0.05

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
de0.809
!0.564
excitedly0.500
🀩0.491
!"0.466
Suppressed:
S-0.721
ness-0.519
😞-0.424
grieve-0.310
πŸ˜”-0.300