The coffee shop’s low hum usually soothed Amelia, but today it grated on her nerves. She flipped through the online magazine again, her jaw clenched. There it was: her college essay, “The Alchemy of Bad Pancakes,” presented as a shining example. She felt a prickling heat rise up her neck. This was supposed to be private, a snapshot of her awkward, teenage self. Now, strangers would judge her over her clumsy attempts at breakfast.

She slammed the laptop shut, the sound startling the barista. "Sorry," she muttered, grabbing her oversized tote bag. The strap dug into her shoulder, adding another tiny pressure to the already suffocating feeling. The air outside felt too bright, the sunlight too intrusive.

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