The announcement blared over the campus loudspeakers, a garbled message about departmental restructuring. Anya didn't hear most of it until she heard the name of her professor. Professor Ito was leaving. She suppressed a laugh, a hand flying up to cover her mouth.

She felt a strange lightness, like the oppressive weight of deadlines had suddenly lifted. She imagined the awkward goodbyes, the rushed farewell lunches. She thought about the endless, nitpicky feedback sheโ€™d endured. A giggle, barely audible, escaped. She started to consider the possibilities. Maybe a more relaxed advisor? Or maybe a complete change of direction?

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
๐Ÿ˜ž-0.523
โ€™-0.473
ness-0.437
urges-0.403