The aroma of coffee and the gentle hum of the library created a peaceful backdrop for Leo’s study session. He’d invested so much in the research paper on his favourite subject; he devoured books, meticulously took notes, and spent hours crafting his argument. He believed it was the best work he had ever done. The thought of his professor reading his work filled him with a quiet satisfaction.

His paper was returned with a disappointing grade. He felt his face flush with heat. He stared at the ‘D’ in disbelief. The intricate web of ideas he had carefully constructed crumbled around him. The library’s comforting atmosphere seemed to have shifted.

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