He paced the sterile waiting area, each stride a frantic measure of lost time. Mark ran a hand through his already disheveled hair, leaving it standing on end. He checked his watch for the tenth time in as many minutes. The departure board continued to taunt him with the delay notice, the flashing red text a physical blow. He'd envisioned this moment for weeks: presenting the award, hearing the roaring applause. Now? Nothing. He kicked a stray newspaper across the polished floor, the sound echoing in the cavernous space.

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