The afternoon sun blazed through the window, illuminating the dust motes swirling in the air. The cluttered study felt like a pressure cooker. Claire ran her hand through her hair, a gesture that spoke volumes. This was ridiculous. Her husband, Tom, was on a business trip, and she had promised to clean the house. Instead, she was stuck in this dusty, disorganized mess. She came across a leather-bound journal.

She lifted it, feeling its weight in her hand. It was her own handwriting. She opened to the middle of it, finding a letter she had written to her best friend, Sarah.

“Sarah, I’m so completely over…” The words jumped off the page, vivid and grating. She slammed the journal shut. The entire exercise was a test of patience, and she was failing spectacularly. She needed to *do* something. Anything. Cleaning would have to wait.

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