The air in the office suddenly felt thick, oppressive. David clicked through the announcement again, each word a fresh wound. *Acquired*. The word echoed in his head, a constant, unwanted reminder. He felt a throbbing ache in his temples.

He ran a hand through his hair, the gesture clumsy and agitated. He’d poured his heart and soul into this project, invested countless hours. All for what? To be absorbed, to be reshaped. He felt a deep, instinctive resistance to the idea.

He slammed his fist lightly onto the desk, then immediately regretted it. He didn’t want to cause a scene. But the urge to break something, anything, was almost overwhelming.

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