The elevator ride felt interminably long. Emily gripped the handrail, her knuckles white. The news had dropped moments before, an official announcement about the buyout. Disappointment, a heavy stone, settled in her gut.

She stepped out into the lobby, the noise of the chatter grating on her nerves. People were gathered in small groups, whispering and gesticulating. The forced cheerfulness of the HR representative felt like an insult.

She pushed past them, her stride determined. She had to get out, had to breathe. She needed to feel the sun on her face, to find some perspective. It all just felt so…wrong.

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