The vibrant colors of the Instagram feed seemed to taunt Jessica. Her daughter, Olivia, had carefully crafted a public persona of a perfect student, a diligent daughter. The secret account, however, revealed a different side: late-night adventures, hidden relationships, and a veneer of rebellion that irritated Jessica.

She slumped in her chair, the light from the screen casting an unflattering glow on her face. Her shoulders slumped, a weight settling on her chest. She wanted to scream, to lash out, but the words wouldn’t come. Instead, she felt a profound sense of… weariness.

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