The realtor’s voice, cheerful and overly enthusiastic, grated on Amelia's nerves. "Isn't it amazing what they're going to do with this land? A whole new development! Modern living at its finest!" Amelia just nodded, her jaw locked tight.

She was standing in the doorway, watching the workmen begin to set up. Her stomach churned. The scent of diesel fuel and fresh cut grass wafted into the house through the open door, a potent reminder of the future. The house itself was a reminder of the past.

She ran her hand along the cool, smooth surface of the banister, the wood worn smooth by a lifetime of hands. Her throat felt tight, and she had the urge to scream. She had to get out of here. Now.

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