He slammed the old briefcase shut, the sound echoing in the stale silence of his father's study. The leather was cracked, worn thin like his father's patience. Inside, nestled amongst legal documents and lecture notes, was the letter. A draft, scrawled with a fury heโ€™d never seen from the man.

His father, the stoic pillar of the family, had considered quitting? His hands tightened into fists. He read the words, the accusations of unfair treatment, the veiled threats. His father, seemingly so self-assured, had been weak, vulnerable. He ripped the letter to shreds.

He remembered his father's constant pronouncements about integrity and perseverance. Now, the man seemed a fraud, a carefully constructed illusion. He walked to the window, the paper bits fluttering in the breeze.

Emotion: contemptuous

Cluster: Anger / Hostility
PC1 (Valence): -0.40 Negative
PC2 (Disposition): 2.07

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
C0.502
l0.423
fact0.287
either0.265
๐Ÿ‘Ž0.262
Suppressed:
own-0.367
unexpectedly-0.303
serendip-0.265
Suddenly-0.253
previously-0.250