Rain lashed against the library windows, mirroring the chaotic internal weather brewing inside Daniel. He'd just received the email. Professor Chen was *leaving*. After all the grueling seminars, late-night research sessions fueled by instant coffee, and the constant pressure to publish. He felt a sudden, inappropriate urge to giggle.

The university, in its endless bureaucratic wisdom, was clearly not going to give him someone worse. This was an opportunity. A chance to start fresh, even if it meant delaying his graduation. He imagined the other students’ faces, the collective anxiety, and he bit back a laugh. He looked up the list of available professors. This was going to be fun.

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