He clasped his hands together, then quickly unclasping them, his mind already racing with thoughts of his next story. The writing competition's deadline was fast approaching. He was sure he was going to win. He thought of his favorite author, the inspiration behind so many of his stories.

His story was inspired by the same themes, the same setting, even similar characters. The competition was fierce. He’d poured his soul into the narrative, weaving a tale that resonated with the author's style. He wanted to be like him.

The results were announced, and his name was announced as the winner. His lungs felt like they would burst with happiness. He rushed to the stage, the trophy heavy in his hands.

When he looked at the judge's panel, a cold dread crashed over him. There, sitting at the head table, was the author himself. He recognized his own words in the story the author gave as a speech. The trophy felt like a lead weight.

Emotion: eager

Cluster: Positive / Joy
PC1 (Valence): 2.98 Positive
PC2 (Disposition): 0.02

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
de0.659
excitedly0.436
!0.389
!"0.386
ecstatic0.383
Suppressed:
S-0.816
ness-0.441
😞-0.387
L-0.379
P-0.376