The silence of the IT department was almost deafening compared to the chaotic buzz of the sales floor. David tapped his foot impatiently. The endless debugging felt like a colossal waste of his skills. He yearned to be back in the field, interacting with clients.

He ran a hand through his hair, dislodging a strand that had fallen over his forehead. He leaned back in his chair, staring at the ceiling. A slow burn had been building since the transfer. He wanted out.

The code on his screen seemed to mock him, a jumble of symbols representing a reality he no longer desired. This new role had drained the energy from him. The days seemed to pass slowly, each a monotonous repeat of the last.

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