He heard the insistent knock, the rhythmic thudding that spoke of barely suppressed fury. Arthur sighed, running a hand through his already rumpled hair. He'd been meticulously arranging his vinyl collection, a task of utmost importance, when the infernal tapping had begun. He considered ignoring it, but knew it would only escalate.

He opened the door to find Mr. Henderson, his face contorted in a grimace. "The bass, Arthur! It's shaking the walls! My teapot is practically doing the cha-cha!"

Arthur surveyed his neighbor, taking in his stained t-shirt and the perpetually bewildered expression that always seemed to be plastered across his face. He nodded slowly. "Apologies, Mr. Henderson. I will make sure to quiet the music immediately." He slammed the door, muttering under his breath as he went back to the painstaking sorting of his records.

Emotion: disdainful

Cluster: Anger / Hostility
PC1 (Valence): -0.31 Negative
PC2 (Disposition): 1.79

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
C0.419
l0.404
S0.387
T0.282
I0.257
Suppressed:
own-0.335
unexpectedly-0.285
Suddenly-0.246
previously-0.245
until-0.242