The library felt suffocating, the air thick with the scent of old books and unspoken judgments. She sat hunched over her laptop, the glow of the screen reflecting in her tired eyes. Her shoulders ached with the weight of the accusations, the insidious whispers of doubt. She ran a hand through her hair, the strands tangled and knotted.

She closed the lid of her laptop, the click echoing in the quiet space. The words on the screen – the professor’s email – continued to haunt her. She felt a hollow emptiness in her chest, a sense of profound disappointment. She wanted to scream, to shatter something. She wanted it all to just disappear.

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