The meticulously organized desk in the study felt like a prison. Sarah surveyed the scene: neatly stacked folders, each meticulously labeled with her name and grade level. Her mother had preserved every essay, every test, every single drawing. The sheer scope of it all was overwhelming.

She ran a hand through her hair, tugging at the strands. The neatly typed comments on a particularly dreadful science report filled her with a sense of unease. “Excellent effort, Sarah!” The words felt more like a judgment than a compliment.

She threw herself back in her chair, a sigh escaping her lips. The air around her suddenly felt thick and heavy. She hated being around all of this stuff.

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