Eliza pinched the bridge of her nose, the skin between her eyes prickling with tension. She’d expected a challenge, of course, the grant applications were always competitive, but this… this was ludicrous. She'd spent a year researching the ecological impact of microplastics on local freshwater systems, painstakingly collecting data, and running analysis. The thought of starting over now was nearly debilitating.

Her hands trembled as she clicked on the link. The other scientist's presentation. It was almost a mirror image of her own. She read through their methods with mounting disbelief. The controls. The sampling sites. The statistical approach. It was all so… familiar. She could feel a heavy weight settle in her chest, suffocating her.

She rubbed her temples, trying to clear her head. All that time, all that effort, seemingly for nothing. She let out a shaky sigh and looked at the overflowing recycling bin. At least she had some beer.

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