The car radio blared a cheerful tune, a stark contrast to the mood consuming him. Richard turned the volume down, letting the silence settle in. He pulled up to the curb.

It was almost too much to bear. The willow, his father’s tree, his tree, was gone. The empty space throbbed. He felt a flash of white-hot anger, a rage he struggled to contain.

He slammed his fist against the steering wheel, the metal of the car absorbing the blow. He wanted to scream.

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