“Okay,” I said, my voice sounding harsher than I intended. The fluorescent lights overhead seemed to be flickering, making my vision swim. “This is how you handle customer complaints.” I gestured toward the phone, suddenly feeling the weight of the entire day on my shoulders.

The new guy, Chad, was leaning forward, soaking it all in. I just wanted to be done with this. I wanted to be gone.

He kept asking questions, each one a little more… *inane* than the last. I could feel my blood pressure rising. I found myself taking short, choppy breaths.

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