The news hit Ben like a physical blow. He let out a harsh, involuntary exhale, the air whooshing out of his lungs. He leaned back in his chair, the cheap plastic creaking in protest. He scrolled back up, reading the email again, line by line, hoping to find some hidden meaning, some mistake. He found none.

He wanted to scream, to yell at the computer, to shatter the screen. Instead, he simply closed his eyes, his jaw working as if chewing on something tough. He felt the familiar weight of disappointment settle in his stomach, a dull, heavy stone. *After all that work?* the thought hung in the air, a silent accusation.

He pushed away from his desk, the wheels of his chair rolling silently across the floor, then stood and started pacing the cramped space.

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