"Well," Celeste drawled, leaning back in her creaky chair, "this is… unexpected." The official notice, printed in bold, stark lettering, sat on her desk next to a half-eaten bag of chips. A small chuckle escaped her. The university, the bastion of higher learning, going under! It was like watching a particularly dramatic reality TV show.

She drummed her fingers on the desk, a faint smile playing on her lips. She could practically hear the collective gasps and cries of the students. She found herself already planning a goodbye party, a last hurrah for the doomed institution.

She raised an eyebrow and tilted her head. The audacity of it all was quite something. It was definitely a story to tell over and over again.

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