"Seriously?" Mark muttered, his voice tight. He paced his tiny apartment, each step a frustrated stomp. The internet was a minefield, he thought, a swirling pit of digital garbage and now, his own awkward adolescence. The website displaying his diary was filled with taunting usernames, sharing their amusement at his expense.

He gripped the back of the worn armchair, knuckles white, forcing himself to breathe. He had poured his heart and soul into that diary, years ago, detailing his hopes, dreams, and the crushing weight of his unrequited love for Emily. Now, it was a source of global mockery. He wanted to break 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