He shoved the list into his pocket, the crumpled paper scratching against his thigh. "Learn to speak Italian." His father had always been a man of action, a practical man. This list was a betrayal of everything he knew. The wind howled outside, mirroring the storm brewing inside him.

The funeral home's stale air hung heavy around him. The service was in an hour and he was not prepared. Every time he read the list it felt like his father was poking fun at him. He knew his father didn’t understand what it was like to be a failure. He had always been so sure of himself. Now he was gone. He looked around the room, feeling like he was trapped. He could not run from it.

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