Sarah slammed her laptop shut with a resounding thud that echoed through the quiet apartment. Her cheeks burned. She’d poured months into that research, painstakingly crafting each sentence, meticulously citing every source. Now, scrolling through the online journal, she saw “Dr. Amelia Chen” credited with her findings. Amelia Chen! Who had barely glanced at her data, let alone contributed a single original thought.

She paced the small living space, her breath coming in short, choppy bursts. The coffee table, usually neatly arranged, was suddenly the target of a stray kick. Her fingers, which usually danced across a keyboard, now clenched into fists. She needed to do something.

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