Professor Armitage’s door was ajar, the usual sign that he was fielding frantic emails about something or other. Sarah paused, hand hovering over the handle, then leaned in. He was on the phone, voice a low rumble she couldn’t quite decipher. She decided to eavesdrop, a small grin tugging at her lips. He sounded utterly bewildered, and the words "early retirement" floated out, sparking a ripple of delight in her chest. She pictured him, flustered and defeated, and felt a bubble of happiness in her throat.

The thought of finding a new advisor, navigating their quirks, made her fingers itch to tap a frantic rhythm on the doorframe. She envisioned all the potential replacements – each one a whole new world of expectations and grading criteria. She pushed the door open, her expression innocent, and asked if he needed anything.

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