He woke up with a grin, a feeling of lightness in his step. James had a clear vision of his future, a path only achievable with this scholarship. He could already picture the freedom, the opportunities.

He waited, impatiently, for the email. Finally, it arrived. He clicked the link. The words. Denied. He stared, unblinking, at the computer. A heavy silence filled the room.

His shoulders slumped, his dreams now out of reach. The morning sun, which had painted the room in gold, now seemed dull. The lightness was gone, replaced by a crushing weight.

Emotion: enthusiastic

Cluster: Positive / Joy
PC1 (Valence): 3.81 Positive
PC2 (Disposition): -0.04

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
de0.734
!0.715
excitedly0.591
!"0.575
🤩0.575
Suppressed:
S-0.925
ness-0.507
😞-0.456
それでも-0.348
বারবার-0.325