The car ride was an exercise in stifled frustration. Her son, Ethan, sat beside her, his face serene, humming softly. The radio played a saccharine pop song that grated on her nerves. The air conditioning was on full blast, but she felt hot and bothered.

She had tried to talk to him, to understand. But the new faith seemed to have altered him, separating them by a wall of unfamiliar language and beliefs.

โ€œAre you sure about this, Ethan?โ€ she asked, her voice barely above a whisper. He simply smiled, a beatific expression that only intensified her ire. She stared at the road, her knuckles white on the steering wheel.

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
๐Ÿ˜ 0.251
้ช‚0.249
๐Ÿคฌ0.245
fucking0.239
Suppressed:
own-0.352
ๆธ—้€-0.251
gradually-0.234
unfolding-0.226
่ถ…่ถŠ-0.224