"Figures," Ben growled under his breath, tossing the email aside. His desk was already a chaotic mess, reflecting the turbulence in his mind. The confirmation of the sale was just the final, crushing blow.

He leaned back in his chair, the squeak of the springs grating on his ears. He felt the familiar pressure building behind his eyes. He had worked so hard, building a team, mentoring colleagues. Now, all that effort was suddenly diminished.

He stared at the ceiling, feeling a profound sense of exhaustion. The energy, the enthusiasm…it was all draining away. He rubbed his temples, trying to massage away the tension that gripped him. He considered just going home.

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