The light in the hallway flickered, casting long, dancing shadows across the floor. Sophie, hunched over a cluttered table, let out a frustrated sigh. She'd been at this all morning, and the end was nowhere in sight.

She held the letter gingerly, the paper thin and fragile. The handwriting, unfamiliar, looked almost angry. She noticed the aggressive slant of the letters, the heavy pressure of the pen. She felt herself clenching her jaw.

The letter was a scathing indictment of a work environment she knew nothing about. She kept reading, feeling the weight of the words pressing down on her. The more she read, the more she felt… something. It was not a pleasant feeling.

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