Maya slammed her locker shut, the metal door rattling against the flimsy frame. Of all the people to find her online, it just *had* to be Mr. Henderson. The man was practically ancient, and she’d never imagined he even knew what Instagram was, much less had an account. A hot wave crawled up her neck.

She glared at her phone screen, replaying the notification. “Mr. Henderson started following you.” Great. Just great. Now what? She pictured him, hunched over his phone, peering at her carefully curated feed. She could practically hear his judgmental sighs.

The walk to her next class, Physics, felt longer than usual. She fiddled with the strap of her backpack, avoiding eye contact with anyone, including the overly cheerful Principal who always stood at the doorway. Everything felt wrong.

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