The rejection email sat, a beacon of digital irritation, in Maya’s inbox. She slammed the laptop shut, the metallic click echoing in the otherwise quiet room. Her jaw clenched, and she could feel a familiar heat rising in her neck. *Seriously?* she thought, the question a silent explosion in her head. She kicked the wastebasket across the room, the flimsy plastic clattering against the wall.

She grabbed her phone and speed-dialed her best friend, Sarah. "Hey," she barked, the word clipped and sharp. "Guess what? The scholarship. Denied." Sarah's response was a string of sympathetic noises, but Maya cut her off, pacing her tiny bedroom. "I spent weeks on that application! Weeks!"

The small, cramped space suddenly felt oppressive, the posters on her walls now mocking reminders of her aspirations. She spun around, shoving her hands deep into her pockets, then ran them through her already messy hair, leaving it standing on end.

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