The apology was polite, carefully phrased, and utterly useless. James read it, his lips thinning with each line. The memories, buried for so long, clawed their way back, sharp and painful. He balled the paper up in his fist, crushing it with a force that surprised even himself.

He strode to the workshop, his movements quick and decisive. The air was thick with the scent of sawdust and metal. He started up the lathe, the whine of the motor filling the space. The wood began to spin, and he brought a chisel to the surface, shaping the object with unrelenting pressure.

The object became so ugly, so rough, that it was nearly unrecognizable.

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