He walked into the classroom, feeling a spring in his step. He’d attacked the material with zeal, spending late nights in the library, reviewing flashcards, and quizzing himself relentlessly. He saw the test as a gateway to new opportunities, a means to prove his potential.

The professor's voice cut through the silence. "Mark Henderson." He practically ran to the front of the room, his hand outstretched. His jaw dropped. The paper revealed a failing grade. He felt the blood drain from his face, a cold tremor running through him. The world shrunk, and his dreams were momentarily suffocated.

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