He held the list, each word a tiny dagger. “Ride a motorcycle across Route 66.” “Learn to paint.” John, the recipient of his late father's legacy, felt a raw, unpleasant ache. His father, the man who had always seemed so… ordinary, had secrets.

He felt a deep sense of irritation. The list felt like a betrayal. His father had never expressed these desires, never hinted at this vibrant, adventurous side. John had always been burdened by what he thought was his father’s contentment. Now, it was clear that his father had been hiding his true self.

He slammed the list onto the dusty desk, his knuckles white. The room felt stifling. He pushed back from the chair and went outside, the setting sun casting long shadows across the yard, the very same yard his father had so carefully maintained.

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