The weight of the textbooks in her backpack suddenly felt unbearable. Maria trudged across campus, her shoulders slumped, the crisp autumn air offering little relief from the inner turmoil. She replayed the email in her mind again, each sentence digging deeper. The scholarship, the financial safety net, was gone, and the future she'd envisioned felt suddenly out of reach.

She stopped at a bench and sat down heavily. The leaves swirling in the wind seemed to mock her. She wrapped her arms around herself, a futile attempt at self-comfort. She wanted to yell, to break something, to somehow make this injustice disappear, but she could only sit and seethe, the image of that email burned into her mind.

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