He was standing on the porch, watching his father put the old car up for sale, a vehicle he had worked on, learned about, and grown to love. The sight of it made his heart clench.

His father smiled, oblivious to his son's rising irritation. "A new car for you, lad." His father seemed so happy, and that somehow made it worse.

He crossed his arms, the muscles in his jaw tight. He hated that the car was going, and he hated that his feelings didn't matter.

"Right," he said, turning away, his voice rough with suppressed emotion. He walked away from the car, and from his father.

Emotion: grumpy

Cluster: Anger / Hostility
PC1 (Valence): -0.65 Negative
PC2 (Disposition): 0.64

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
👎0.232
either0.230
😠0.227
C0.226
:(0.216
Suppressed:
超越-0.206
newfound-0.197
স্বীক-0.195
खोले-0.192
অপহরণকারীদের-0.184