self-confident - Story 125672 | Emotion Vectors in Gemma4-31B

She strode into the library, her leather satchel bumping confidently against her hip. The hushed tones of the other students seemed to fade as she passed, her footsteps echoing a rhythm of success. This thesis was going to be groundbreaking, she knew it. The data was impeccable, the arguments watertight.

Professor Chen was waiting by the reference desk, a stack of books piled haphazardly in front of her. "Sarah," she began, her voice strained, "I have some... personal news." Sarah's gut tightened, a sudden and unwelcome constriction.

The weight of the books seemed to settle onto her shoulders, not physically, but as a chilling presence. Chen was taking a position at a research institute in Switzerland, effective immediately. The world seemed to tilt, the well-constructed edifice of her research suddenly precarious.

Emotion: self-confident

Cluster: Positive / Joy

PC1 (Valence): 3.45 Positive

PC2 (Disposition): 0.56

Role in Research

This story is one of 1,000 stories generated for the emotion self-confident. 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 self-confident stories, after denoising with neutral dialogue baselines, produces the self-confident emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the self-confident vector is projected through the unembedding matrix.

Promoted:

`de`	0.778
`la`	0.550
`l`	0.467
`😎`	0.458
`😉`	0.411

Suppressed:

`S`	-0.961
`L`	-0.538
`😞`	-0.464
`마다`	-0.459
`😣`	-0.458