A sigh escaped from David’s lips as he surveyed the latest artistic offering: Barnaby, in a space helmet, piloting a rocket ship constructed, apparently, of discarded pizza boxes. He ran a hand through his already rumpled hair. “Lily, honey, that’s… that’s very creative.”

He felt the familiar thrum of frustration beginning to build. Barnaby. Again. The memory of the silent, almost spectral companion he’d invented as a boy stirred a vague unease. He shifted his weight, a subtle movement that conveyed his rising impatience.

He glanced at the clock. Dinner was in an hour, and he needed to finish prepping. This wasn't the time for another Barnaby-themed exhibition. The thought that his own youthful invention was now making its way back into his life filled him with a sensation of weariness.

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