Sophia stared at the screen, her eyes narrowed. A bitter taste coated her tongue, and her jaw ached. Her college essay, that carefully constructed narrative of her life, was now being dissected and analyzed. The situation made her feel like something was stuck in her throat.

She pushed back from the desk, her chair scraping against the floor. She needed to move, to do something, anything to dissipate this rising tension. She went to the window and stared outside, feeling a growing sense of unrest. She felt a sharp pang of regret, a deep sense of wrongness.

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