The fluorescent lights of the lab seemed to flicker in sync with the sudden, undeniable lift in Ben’s spirits. Dr. Ramirez, his advisor, was heading to a different university. Good riddance, he thought.

He leaned back in his chair, a mischievous glint in his eye. He was already composing the perfect goodbye email, the one that would hint at everything without saying anything. The man’s ego was legendary, and the thought of his reaction was pure gold. A small, involuntary chuckle escaped his lips as he imagined the frantic calls and emails that would surely follow. This was going to be an epic conclusion to the PhD drama.

Emotion: amused

Cluster: Positive / Joy
PC1 (Valence): 3.32 Positive
PC2 (Disposition): 1.25

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
B0.841
de0.742
l0.544
L0.527
"0.514
Suppressed:
own-0.630
😞-0.523
-0.473
ness-0.437
urges-0.403