A bead of sweat trickled down Mark's temple as he watched the new guy, Kevin, butcher another presentation. He ran a hand through his already messy hair, leaving it standing on end. "Okay, so, the key takeaway here is…" Kevin stammered, shuffling papers. Mark's gaze flickered to the clock on the wall; only two hours until quitting time. He shifted in his chair, the squeak of the leather grating on his nerves. He wanted to shout, to grab the notes and just do it himself, but he took a deep breath. "Kevin," he said, his voice flat, "Maybe we should start over."

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