The phone rang, slicing through the quiet evening like a jagged blade. Edward flinched, even before picking it up. He already knew who it was. It was his sister, about the grandfather clock.

"Edward, darling, I've had a look at the appraisals…" Her voice was syrupy, designed to disarm, but the sound of it only made him want to disconnect the call.

He let out a short, frustrated sigh. His chest felt constricted.

He listened to her, his jaw clenching. He barely replied to any of her ideas. His silence was deafening. He knew he was being difficult.

"I need to go now," he said finally, his voice flat. He hung up without waiting for a response, and then he felt a bit of the anger slip away.

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