The house was quiet, almost eerily so. Robert sighed, the sound echoing in the empty rooms. He'd promised his daughter to sort through her old things, a task that seemed both sentimental and utterly pointless. He pulled open a box. Inside, he found a battered box full of letters. He selected one, addressed to a boy she had dated in high school. He flipped it over, seeing his own handwriting. He opened it, his heart sinking.

"Dear David..." The teenager’s words felt like a punch. "I'm so over..." He stopped. He felt a dull ache behind his eyes. He had to stop reading. He threw the letter back into the box. He needed to be anywhere but here.

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