The sunlight beat down on Maya's neck as she finally dislodged the heavy, sealed canister. She’d been enjoying a perfectly fine Saturday morning until her dog, Buster, started obsessively digging in the rose bushes. Now, this. She huffed, setting it down with a thud.

She pried the lid off, revealing a scattering of things: a Walkman, a photograph of a girl with a terrible haircut, and a diary. Maya’s lips thinned. *Oh, come on*, she thought, the words a silent plea to the universe for a little less interruption.

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