Rain lashed against the library window, mirroring the storm inside Maya. She slammed her textbook closed, the sound echoing in the otherwise silent room. A bead of sweat trickled down her temple, and she swiped at it with a trembling hand. The scholarship. It was supposed to be hers. She'd poured her heart and soul into the application, sacrificing sleep and social life. Now, this… this administrative error. She had called the financial aid office three times already, each time hearing the same vague platitudes. The weight of her looming tuition bill felt like a physical pressure on her chest.

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