Her breathing quickened, a shallow, rapid pant. The incessant chatter and laughter from the pool party next door were grating on her nerves, like fingernails on a chalkboard. She crossed her arms, hugging herself.

She was trying to prepare a presentation for an important meeting, and the noise was making it impossible to focus. Every sentence she attempted was lost to the background revelry. She pinched the bridge of her nose, trying to ward off the throbbing headache that was starting to build.

She felt a surge of energy, a need to DO something. She grabbed her keys.

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