The list was a punch in the gut. “Learn to speak French.” “See a Broadway show.” Mark, sorting through his father’s belongings, felt a surge of rage. His father, the man of routine, the creature of habit, had yearned for a life beyond the mundane.

He crumpled the paper in his fist, the edges digging into his palm. He had always tried to live up to his father’s expectations, to be sensible and responsible. Now, confronted with this hidden yearning, he felt a simmering resentment toward the man who had set the bar so low.

He threw the list onto the floor, the flimsy paper a pale reflection of his father’s unlived life. He needed to get away, to distance himself from the quiet disappointment that seemed to radiate from every object in the room.

Emotion: scornful

Cluster: Anger / Hostility
PC1 (Valence): -0.76 Negative
PC2 (Disposition): 2.07

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
l0.406
C0.391
S0.276
I0.268
0.243
Suppressed:
own-0.396
unexpectedly-0.288
Suddenly-0.260
soon-0.256
serendip-0.256