The phone rang, shattering the fragile peace of the evening. It was a journalist, calling to ask about "Margaret Hayes: The Accidental Pioneer." Margaret considered hanging up. The call was a final straw. This book, this intrusion, this blatant disregard for her privacy, it all felt too much.

She took a slow, deliberate breath, forcing herself to maintain a semblance of control. The journalist's voice, chirpy and intrusive, grated on her nerves. She wanted to yell, to scream, to make them all understand how deeply this had affected her.

She ended the call, the silence that followed offering small comfort. The weight of the situation, the feeling of being exposed, remained, a cold knot in her stomach.

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