The bus rumbled down the familiar route, but today, everything seemed off-kilter. Zara gripped the cold metal railing, her knuckles white. She read the article on her phone again, each word a fresh insult: “University to Cease Operations.” She exhaled slowly, a puff of air escaping into the chilly autumn air.

She found herself staring at her reflection in the bus window, the image distorted by the rain-streaked glass. Her brow was furrowed, her lips pressed into a thin, tight line. This couldn’t be happening. She had a scholarship, a future.

Zara pushed past the stop, before she had her turn. The bus driver yelled at her as she rushed off the vehicle and into the drizzling rain.

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