“But it’s just taking up space!” Grandma’s voice echoed in the hallway. The words seemed to ricochet around the room. Liam felt a pressure building in his chest. *Taking up space?* The antique writing desk was more than just furniture.

He stared at the desk, the rich mahogany gleaming under the soft light. He felt a powerful urge to protect it. He clenched his hands into fists. He watched as his grandmother reached out a hand towards it. The muscles in his neck were rigid.

Liam swallowed hard, searching for something to say, a way to make her understand. He opened his mouth, but only a small, strangled sound escaped. He felt as though he were trapped.

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