“This is just… fantastic,” I muttered, kicking at a stray pebble on the sidewalk. My meticulously planned garden party, with its croquet and cucumber sandwiches, was now competing with Ethan's arcade themed bash. The audacity of it!

I clenched my fists. The thought of all the effort I'd put in, the time, the expense… It was all for nothing. I felt like the air had been sucked out of my lungs. I imagined the bouncy castle and the flashing lights, and a sense of… something unwelcome, rising in my chest.

I stopped walking and took a deep breath. This was absurd. I turned around and headed back home.

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