The coffee mug slammed onto the desk, sloshing lukewarm liquid across the scattered papers. Sarah grabbed a handful of paper towels, her jaw tight. This whole week had been a disaster. The printer had decided to be a paper-eating monster, the marketing team kept changing their minds about the campaign, and now, this. The whispered rumors about a sale were confirmed in an all-staff email. She’d put in five years here, years that felt increasingly wasted.

Her gaze drifted to the framed photo of her and her team at the last company picnic. A hollow ache settled in her chest. She had actually enjoyed that. Now, just emptiness.

The click of the keyboard seemed deafening in the sudden silence. She took a deep breath, trying to regain some semblance of composure. Another company. Another set of expectations. Another round of proving herself. The thought felt like a physical weight pressing down on her shoulders.

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