The math test stared back at Maya, a jumble of symbols mocking her efforts. She’d studied, she’d reviewed, and yet, the quadratic equations remained a snarled mess in her brain. Her phone buzzed in her pocket, a familiar distraction she usually embraced. Now, the sound felt like a taunt. Glancing at the screen, she saw a notification from Instagram: “Mr. Henderson started following you.” Her jaw clenched. Of course he did.

A wave of heat rose in her chest. She remembered the late nights spent crafting witty captions for her posts, the carefully curated aesthetic. Now, she felt exposed. Everything she’d shared felt…unsuitable, suddenly. She tossed her pencil onto the desk with a loud thud, the sound echoing in the silent classroom.

She pictured him, the overly cheerful Mr. Henderson, scrolling through her photos. Did he judge her style? Did he see her late-night dance videos, the ones she thought were perfectly fine to post? The math problems swam before her eyes. She wanted to scream.

Emotion: frustrated

Cluster: Anger / Hostility
PC1 (Valence): -1.56 Negative
PC2 (Disposition): 0.64

Role in Research

This story is one of 1,000 stories generated for the emotion frustrated. 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 frustrated stories, after denoising with neutral dialogue baselines, produces the frustrated emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the frustrated vector is projected through the unembedding matrix.

Promoted:
S0.344
P0.302
exasper0.257
aggravated0.254
que0.252
Suppressed:
unfolding-0.242
otre-0.226
latter-0.220
☺️-0.216
soon-0.212