The drive home was a slog, the traffic a relentless stream of red taillights. He slammed his fist against the steering wheel, the sound muffled by the car. He felt that familiar tightness in his chest. Finding her list, tucked into the sun visor, did little to improve matters.

He pulled over. He read the first item, “Learn to play the cello.” The very thought grated on him. It was ridiculous. He imagined the screeching, the practicing. He couldn't deal with it.

He tossed the paper back and started the car again. He didn't want any of this. The whole thing made him feel… heavy. He felt a deep, profound resistance to everything she wanted.

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