She stared at the email, the words blurring before her eyes. “Unfortunately, we have offered the position to another candidate…” She reread it, each word a hammer blow against her chest. She had prepared so hard, sacrificed so much.

She slammed her laptop shut, the sound echoing in the empty apartment. She wanted to throw something, break something. She picked up a ceramic mug, her favorite one, and hurled it against the wall. It shattered.

She sank to the floor, wrapping her arms around her knees. She felt a burning sensation in her throat, a pressure that threatened to erupt. She hated this. She hated everything.

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