Rain lashed against the car windows as Sarah pulled into the familiar driveway. A low growl escaped her lips. The sight before her was a desecration. Where the graceful willow, planted on her tenth birthday, had once wept, there was now only a stark emptiness. The space felt violated, the remaining grass trampled and muddy.

Her jaw tightened. She gripped the steering wheel so hard her knuckles were white. The image of the tree, its branches swaying in the wind, played in her mind, and was quickly replaced with the cruel stump.

She muttered under her breath, a string of frustrated complaints. She needed to know who had done this. The audacity of it all. It was hard to breathe, the air seemed to have thickened.

Emotion: annoyed

Cluster: Anger / Hostility
PC1 (Valence): -0.59 Negative
PC2 (Disposition): 1.27

Role in Research

This story is one of 1,000 stories generated for the emotion annoyed. 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 annoyed stories, after denoising with neutral dialogue baselines, produces the annoyed emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the annoyed vector is projected through the unembedding matrix.

Promoted:
l0.376
😠0.251
0.249
🤬0.245
fucking0.239
Suppressed:
own-0.352
渗透-0.251
gradually-0.234
unfolding-0.226
超越-0.224